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Session-Based Journal Summaries — Implementation Guide for Talkamore

Backend Prompt — Session-Based Journal Summaries

Context

We're replacing the current "flush after 10 messages or 8h stale" journal system with session-based summaries. A "session" = a window of chat activity. When the user goes silent for 2+ hours, the session closes, a summary blob is generated, and it appears in the journal with a time range timestamp (e.g. "4:00 PM – 6:30 PM"). Multiple sessions per day = multiple blobs. Users can edit blobs after generation.

Current system (what you're working with):

  • backend/src/jobs/flush.ts — groups unflushed USER messages by calendar date, concatenates as [HH:MM] message lines, upserts into journal_entries (one row per user per day), then fires summary generation + mood extraction + supermemory ingest
  • backend/src/lib/summarize.ts — calls GPT-4o to rewrite the day's transcript into a first-person narrative
  • backend/src/lib/openai-extract.ts — extracts mood, energy, themes, moodReason from text
  • backend/src/lib/crypto.ts — encryptForUser / decryptForUser for at-rest encryption with per-user DEKs
  • backend/src/lib/supermemory.ts — addDocument / deleteSmDocument / fireAndLog for semantic memory ingest
  • backend/src/lib/time.ts — toLocalHHMM, toLocalDateString, toLocalDateUTC for timezone-aware formatting
  • backend/src/lib/usage.ts — recordUsage for tracking LLM token costs
  • backend/src/lib/analytics.ts — track() for event analytics
  • backend/src/lib/style.ts — extractStyleSignals for writing style profiling (refreshed on flush)
  • backend/src/lib/pi-runtime.ts — evictUserSessions for cache invalidation
  • backend/src/api/me-routes.ts — /api/me/journal and /api/me/journal/:date endpoints
  • backend/src/api/helpers.ts — sendJson, sendError, parseJsonBodyOrError
  • backend/src/lib/auth.ts — requireJwt for endpoint auth
  • backend/prisma/schema.prisma — JournalEntry model (one entry per user per day), ChatMessage model, User model

1. Prisma Schema Changes

File: backend/prisma/schema.prisma

Add the ChatSession model:

model ChatSession {
  id        String   @id @default(uuid())
  userId    String
  user      User     @relation(fields: [userId], references: [id], onDelete: Cascade)

  // when the first message in this session was sent
  startedAt DateTime
  // when the last message in this session was sent (updated on each new message)
  endedAt   DateTime
  // null while session is open; set when the session closes and summary generates
  closedAt  DateTime?

  // the generated first-person summary blob
  // encrypted at rest with user's DEK (same as JournalEntry.summary)
  summary       String?
  summaryLength Int?

  // AI-extracted metadata (same fields as JournalEntry)
  mood             MoodLevel?
  energy           EnergyLevel?
  moodReason       String?      // encrypted
  moodReasonLength Int?
  themes           String[]

  // which JournalEntry this session was rolled into (for the daily view)
  journalEntryId String?
  journalEntry   JournalEntry? @relation(fields: [journalEntryId], references: [id])

  // supermemory tracking (same pattern as JournalEntry)
  smDocumentId String?
  smStatus     SmStatus @default(PENDING)

  createdAt DateTime @default(now())
  updatedAt DateTime @updatedAt

  messages ChatMessage[]

  @@index([userId, closedAt])
  @@index([userId, endedAt(sort: Desc)])
  @@map("chat_sessions")
}

Add to the existing ChatMessage model:

chatSessionId String?
chatSession   ChatSession? @relation(fields: [chatSessionId], references: [id])

Add to the existing JournalEntry model:

sessions ChatSession[]

Add to the existing User model:

chatSessions ChatSession[]

Run migration:

npx prisma migrate dev --name add-chat-sessions

2. Session Detection Logic

File: backend/src/lib/sessions.ts — NEW FILE

// session-based journal grouping. replaces the old 10-message / 8h-stale flush
// model with activity-window detection. each USER message is assigned to an open
// session; when the user goes silent for SESSION_GAP_MS, the session closes and
// a summary is generated.
//
// two entry points:
// - assignMessageToSession(userId, messageId, createdAt): called on every USER message
// - closeStaleSessionsCron(): 15-min cron, finds and closes expired open sessions
//
// concurrency: per-user in-memory lock set (same pattern as flush.ts flushesInFlight)

import { db } from "./db.js";
import { log } from "./log.js";
import { toLocalHHMM, toLocalDateString, toLocalDateUTC } from "./time.js";
import { extractMetadata } from "./openai-extract.js";
import { generateSessionSummary } from "./summarize.js";
import { addDocument, fireAndLog } from "./supermemory.js";
import { recordUsage } from "./usage.js";
import { track } from "./analytics.js";
import { decryptForUser, encryptForUser } from "./crypto.js";

// how long a user must be silent before their session auto-closes
export const SESSION_GAP_MS = 2 * 60 * 60 * 1000; // 2 hours

// per-user in-memory lock. prevents two closeSession calls racing for the same session.
const closesInFlight = new Set<string>();

Export: assignMessageToSession

/**
 * Called on every USER message after it's persisted to chat_messages.
 * Assigns the message to an existing open session or creates a new one.
 * If the gap since the last message exceeds SESSION_GAP_MS, the old
 * session is closed (fire-and-forget) and a new one is created.
 *
 * Returns the ChatSession id the message was assigned to.
 */
export async function assignMessageToSession(
  userId: string,
  messageId: string,
  messageCreatedAt: Date,
): Promise<string> {
  // Find the most recent open session for this user
  const openSession = await db.chatSession.findFirst({
    where: { userId, closedAt: null },
    orderBy: { endedAt: "desc" },
  });

  if (openSession) {
    const gapMs = messageCreatedAt.getTime() - openSession.endedAt.getTime();

    if (gapMs < SESSION_GAP_MS) {
      // Same session — extend it
      await db.$transaction([
        db.chatSession.update({
          where: { id: openSession.id },
          data: { endedAt: messageCreatedAt },
        }),
        db.chatMessage.update({
          where: { id: messageId },
          data: { chatSessionId: openSession.id },
        }),
      ]);
      return openSession.id;
    }

    // Gap exceeded — close the old session (fire-and-forget, don't block chat)
    setImmediate(() => {
      closeSession(openSession.id).catch((err) => {
        log.error("closeSession failed (from assignMessage)", {
          sessionId: openSession.id,
          err: err instanceof Error ? err.message : String(err),
        });
      });
    });
  }

  // Create a new session
  const newSession = await db.chatSession.create({
    data: {
      userId,
      startedAt: messageCreatedAt,
      endedAt: messageCreatedAt,
    },
  });

  await db.chatMessage.update({
    where: { id: messageId },
    data: { chatSessionId: newSession.id },
  });

  log.info("session: new session created", { userId, sessionId: newSession.id });
  return newSession.id;
}

Export: closeSession

/**
 * Close a session: mark closedAt, generate summary, extract mood/themes,
 * roll into the day's JournalEntry, ingest to supermemory.
 */
export async function closeSession(sessionId: string): Promise<void> {
  if (closesInFlight.has(sessionId)) {
    log.debug("session: close already in flight, skipping", { sessionId });
    return;
  }
  closesInFlight.add(sessionId);

  try {
    const session = await db.chatSession.findUnique({
      where: { id: sessionId },
      include: {
        user: { select: { id: true, timezone: true, displayName: true } },
        messages: {
          where: { role: "USER" },
          orderBy: { createdAt: "asc" },
          select: { id: true, content: true, createdAt: true },
        },
      },
    });

    if (!session || session.closedAt) return; // already closed or not found
    if (session.messages.length === 0) {
      await db.chatSession.update({
        where: { id: sessionId },
        data: { closedAt: new Date() },
      });
      return;
    }

    const userId = session.userId;
    const timezone = session.user.timezone;

    // Mark closed immediately so concurrent checks don't re-process
    await db.chatSession.update({
      where: { id: sessionId },
      data: { closedAt: new Date() },
    });

    // Decrypt messages and build transcript
    const formattedLines: string[] = [];
    for (const m of session.messages) {
      const plain = await decryptForUser(userId, m.content);
      formattedLines.push(`[${toLocalHHMM(m.createdAt, timezone)}] ${plain.trim()}`);
    }
    const transcript = formattedLines.join("\n");

    // Resolve display name
    const displayNamePlain = session.user.displayName
      ? await decryptForUser(userId, session.user.displayName)
      : "the user";

    const startTime = toLocalHHMM(session.startedAt, timezone);
    const endTime = toLocalHHMM(session.endedAt, timezone);
    const dateStr = toLocalDateString(session.startedAt, timezone);

    // Generate session summary
    let summary: string | null = null;
    try {
      const summaryRes = await generateSessionSummary({
        displayName: displayNamePlain,
        dateStr,
        startTime,
        endTime,
        transcript,
      });
      summary = summaryRes.summary;
      if (summaryRes.usage) {
        recordUsage({ userId, kind: "extract", usage: summaryRes.usage });
      }
    } catch (err) {
      log.warn("session: summary generation failed (non-fatal)", {
        sessionId,
        err: err instanceof Error ? err.message : String(err),
      });
    }

    // Extract mood/themes
    let metadata = { mood: null, energy: null, moodReason: null, themes: [] } as {
      mood: string | null;
      energy: string | null;
      moodReason: string | null;
      themes: string[];
    };
    try {
      const extractRes = await extractMetadata(transcript);
      metadata = extractRes.metadata;
      if (extractRes.usage) {
        recordUsage({ userId, kind: "extract", usage: extractRes.usage });
      }
    } catch (err) {
      log.warn("session: metadata extraction failed (non-fatal)", {
        sessionId,
        err: err instanceof Error ? err.message : String(err),
      });
    }

    // Encrypt sensitive fields
    const summaryCt = summary ? await encryptForUser(userId, summary) : null;
    const moodReasonCt = metadata.moodReason
      ? await encryptForUser(userId, metadata.moodReason)
      : null;
    const transcriptCt = await encryptForUser(userId, transcript);

    // Upsert into daily JournalEntry (same pattern as flush.ts flushGroup)
    const entryDate = toLocalDateUTC(session.startedAt, timezone);

    const existing = await db.journalEntry.findUnique({
      where: { userId_entryDate: { userId, entryDate } },
    });

    const existingPlain = existing
      ? await decryptForUser(userId, existing.content)
      : "";
    const fullContent = existing
      ? `${existingPlain}\n${transcript}`
      : transcript;
    const fullContentCt = await encryptForUser(userId, fullContent);

    const entry = await db.journalEntry.upsert({
      where: { userId_entryDate: { userId, entryDate } },
      create: {
        userId,
        content: fullContentCt,
        contentLength: fullContent.length,
        entryDate,
        themes: metadata.themes,
        mood: metadata.mood as any,
        energy: metadata.energy as any,
        smStatus: "PENDING",
      },
      update: {
        content: fullContentCt,
        contentLength: fullContent.length,
        smStatus: "PENDING",
      },
    });

    // Update session with summary + metadata + journal link
    await db.chatSession.update({
      where: { id: sessionId },
      data: {
        summary: summaryCt,
        summaryLength: summary ? summary.length : null,
        mood: metadata.mood as any,
        energy: metadata.energy as any,
        moodReason: moodReasonCt,
        moodReasonLength: metadata.moodReason ? metadata.moodReason.length : null,
        themes: metadata.themes,
        journalEntryId: entry.id,
      },
    });

    // Mark all USER messages in the session as flushed
    const messageIds = session.messages.map((m) => m.id);
    await db.chatMessage.updateMany({
      where: { id: { in: messageIds } },
      data: { flushed: true },
    });

    log.info("session: closed and summarized", {
      userId,
      sessionId,
      messageCount: session.messages.length,
      hasSummary: !!summary,
      mood: metadata.mood,
      themes: metadata.themes,
    });

    // Analytics
    track("session_closed", {
      message_count: session.messages.length,
      duration_minutes: Math.round(
        (session.endedAt.getTime() - session.startedAt.getTime()) / 60000,
      ),
      has_summary: !!summary,
      mood: metadata.mood,
      themes_count: metadata.themes.length,
    }, userId);

    // Fire-and-forget: supermemory ingest
    fireAndLog(
      async () => {
        const smRes = await addDocument({
          userId,
          content: fullContent,
          customId: `session_${sessionId}`,
          type: "chat_session",
          metadata: {
            sessionId,
            date: dateStr,
            startTime,
            endTime,
            mood: metadata.mood,
            energy: metadata.energy,
            themes: metadata.themes,
          },
        });

        await db.chatSession.update({
          where: { id: sessionId },
          data: { smDocumentId: smRes.id, smStatus: "DONE" },
        });

        // Also update the journal entry's SM doc
        const journalSmRes = await addDocument({
          userId,
          content: fullContent,
          customId: `journal_entry_${entry.id}`,
          type: "journal_entry",
          metadata: {
            date: dateStr,
            mood: metadata.mood,
            energy: metadata.energy,
            themes: metadata.themes,
          },
        });

        await db.journalEntry.update({
          where: { id: entry.id },
          data: { smDocumentId: journalSmRes.id, smStatus: "DONE" },
        });
      },
      { op: "session_ingest", userId, sessionId },
    );
  } catch (err) {
    log.error("session: closeSession failed", {
      sessionId,
      err: err instanceof Error ? err.message : String(err),
    });
  } finally {
    closesInFlight.delete(sessionId);
  }
}

Export: closeStaleSessionsCron

/**
 * Cron job: find all open sessions where endedAt is older than the gap
 * threshold and close them. Run every 15 minutes.
 */
export async function closeStaleSessionsCron(): Promise<void> {
  const staleCutoff = new Date(Date.now() - SESSION_GAP_MS);

  const staleSessions = await db.chatSession.findMany({
    where: {
      closedAt: null,
      endedAt: { lt: staleCutoff },
    },
    select: { id: true, userId: true },
  });

  log.info("closeStaleSessionsCron: scanning", { count: staleSessions.length });

  for (const s of staleSessions) {
    try {
      await closeSession(s.id);
    } catch (err) {
      log.error("closeStaleSessionsCron: session failed", {
        sessionId: s.id,
        err: err instanceof Error ? err.message : String(err),
      });
    }
  }
}

3. Session Summary Prompt

File: backend/src/lib/summarize.ts

Add this alongside the existing generateJournalSummary function. Same structure, same MODEL, same error handling pattern.

System Prompt:

Rewrite a chat session transcript as a first-person journal entry, written in the user's own voice. Use "I" statements. Preserve their actual words and phrasing where possible, don't over-literary or clean up their grammar. Keep it honest, not preachy or over-reflective.

Capture the ARC of the session — how the conversation started, what shifted, where it landed. If multiple topics came up, show how they connected (they usually do emotionally, even when they seem unrelated).

Pull 1-2 direct quotes from the transcript that capture the most raw/honest moments. Wrap them naturally into the prose.

Target 80-200 words depending on session length. A 5-minute session might only need 2 sentences. A 2-hour session might need a full paragraph.

Plain prose, no bullet points, no headers, no timestamps (the frontend renders the time range separately). Never mention an AI assistant, chatbot, Maya, Sage, or Luna — write as if this is the user's own journal.

User Message Format:

NAME: {displayName}
DATE: {dateStr}
SESSION: {startTime} – {endTime}

CHAT TRANSCRIPT:
{transcript}

First-person summary:

Function Signature:

export interface GenerateSessionSummaryInput {
  displayName: string;
  dateStr: string;        // YYYY-MM-DD in user's local timezone
  startTime: string;      // HH:MM formatted in user's timezone
  endTime: string;        // HH:MM formatted in user's timezone
  transcript: string;     // "[HH:MM] message" lines
}

export async function generateSessionSummary(
  opts: GenerateSessionSummaryInput,
): Promise<SummaryResult>

Parameters: temperature 0.3, max_tokens 400. Apply stripEmDashes to the result. Build usage via buildExtractUsage. Same error handling as generateJournalSummary.


4. Cron Schedule Update

File: backend/src/index.ts

Add a new 15-minute cron job:

import { closeStaleSessionsCron } from "./lib/sessions.js";

// every 15 minutes: close stale chat sessions and generate summaries
cron.schedule("*/15 * * * *", () => {
  closeStaleSessionsCron().catch((err) =>
    log.error("stale session cron failed", {
      err: err instanceof Error ? err.message : String(err),
    }),
  );
});

Keep the existing hourly flushStaleBuffers cron running during migration. It will naturally stop finding work once all new messages flow through sessions.


5. Wire Into Chat Handler

File: wherever USER messages are persisted (look for unflushedCount increment and flushUserBuffer call — likely backend/src/api/chat.ts or backend/src/bot/handlers.ts)

After the USER message is saved to chat_messages:

import { assignMessageToSession } from "../lib/sessions.js";

// After message is persisted:
// message = the just-created ChatMessage row
assignMessageToSession(userId, message.id, message.createdAt).catch((err) => {
  log.error("session assignment failed", {
    userId,
    messageId: message.id,
    err: err instanceof Error ? err.message : String(err),
  });
});

This should NOT block the chat response. assignMessageToSession is fast (one read + one write). If it triggers closeSession on an old session, that runs fire-and-forget via setImmediate.

Keep the existing unflushedCount + flushUserBuffer logic for now — both systems run in parallel during migration.


6. API Endpoints

File: backend/src/api/me-routes.ts

6a. New endpoint: GET /api/me/journal/:date/sessions

Returns all closed session blobs for a specific date, with formatted time ranges.

export async function handleMeJournalDaySessions(
  req: IncomingMessage,
  res: ServerResponse,
  date: string,
): Promise<void> {
  const auth = requireJwt(req, res);
  if (!auth) return;

  if (!/^\d{4}-\d{2}-\d{2}$/.test(date)) {
    sendError(res, 400, "date must be YYYY-MM-DD");
    return;
  }

  const user = await db.user.findUnique({
    where: { id: auth.userId },
    select: { timezone: true },
  });
  if (!user) {
    sendError(res, 404, "user not found");
    return;
  }

  const dayStart = toLocalDateUTC(new Date(`${date}T12:00:00.000Z`), user.timezone);
  const dayEnd = new Date(dayStart.getTime() + 24 * 60 * 60 * 1000);

  const sessions = await db.chatSession.findMany({
    where: {
      userId: auth.userId,
      closedAt: { not: null },
      startedAt: { gte: dayStart, lt: dayEnd },
    },
    orderBy: { startedAt: "asc" },
    select: {
      id: true,
      startedAt: true,
      endedAt: true,
      summary: true,
      summaryLength: true,
      mood: true,
      energy: true,
      themes: true,
      moodReason: true,
    },
  });

  const decrypted = await Promise.all(
    sessions.map(async (s) => ({
      id: s.id,
      startedAt: s.startedAt.toISOString(),
      endedAt: s.endedAt.toISOString(),
      startTime: s.startedAt.toLocaleTimeString("en-US", {
        hour: "numeric",
        minute: "2-digit",
        timeZone: user.timezone,
      }),
      endTime: s.endedAt.toLocaleTimeString("en-US", {
        hour: "numeric",
        minute: "2-digit",
        timeZone: user.timezone,
      }),
      summary: s.summary
        ? await decryptForUser(auth.userId, s.summary)
        : null,
      mood: s.mood,
      energy: s.energy,
      themes: s.themes,
      moodReason: s.moodReason
        ? await decryptForUser(auth.userId, s.moodReason)
        : null,
    })),
  );

  sendJson(res, 200, { sessions: decrypted });
}

6b. Update route matcher

In the matchMeRoute function, add handling for /api/me/journal/:date/sessions:

// Inside matchMeRoute, in the journal section:
if (parts[2] === "journal") {
  if (parts.length === 3) return { kind: "journal" };
  if (parts.length === 4 && parts[3]) return { kind: "journalDay", date: parts[3] };
  // NEW: /api/me/journal/:date/sessions
  if (parts.length === 5 && parts[3] && parts[4] === "sessions") {
    return { kind: "journalDaySessions", date: parts[3] };
  }
}

Add the corresponding handler dispatch in server.ts or wherever routes are dispatched.

6c. Update handleMeJournal (the list endpoint)

In the existing /api/me/journal handler, after fetching journal entries, also fetch sessions per entry and include them in the response:

// After building the entries array, for each entry fetch its sessions:
const entriesWithSessions = await Promise.all(
  entries.map(async (entry) => {
    const sessions = await db.chatSession.findMany({
      where: {
        journalEntryId: entry.id,
        closedAt: { not: null },
      },
      orderBy: { startedAt: "asc" },
      select: {
        id: true,
        startedAt: true,
        endedAt: true,
        summary: true,
        mood: true,
        energy: true,
        themes: true,
        moodReason: true,
      },
    });

    const decryptedSessions = await Promise.all(
      sessions.map(async (s) => ({
        id: s.id,
        startedAt: s.startedAt.toISOString(),
        endedAt: s.endedAt.toISOString(),
        startTime: s.startedAt.toLocaleTimeString("en-US", {
          hour: "numeric",
          minute: "2-digit",
          timeZone: user.timezone,
        }),
        endTime: s.endedAt.toLocaleTimeString("en-US", {
          hour: "numeric",
          minute: "2-digit",
          timeZone: user.timezone,
        }),
        summary: s.summary
          ? await decryptForUser(auth.userId, s.summary)
          : null,
        mood: s.mood,
        energy: s.energy,
        themes: s.themes,
        moodReason: s.moodReason
          ? await decryptForUser(auth.userId, s.moodReason)
          : null,
      })),
    );

    return {
      ...entry,  // existing entry fields
      sessions: decryptedSessions,
    };
  }),
);

Old entries with no sessions will have sessions: [].


Files Changed Summary

File Action
backend/prisma/schema.prisma Add ChatSession model, add chatSessionId to ChatMessage, add sessions to JournalEntry and User
backend/src/lib/sessions.ts NEWassignMessageToSession, closeSession, closeStaleSessionsCron
backend/src/lib/summarize.ts Add generateSessionSummary with session-specific prompt
backend/src/index.ts Add 15-min cron for closeStaleSessionsCron
backend/src/api/chat.ts or backend/src/bot/handlers.ts Wire assignMessageToSession after USER message persist
backend/src/api/me-routes.ts Add handleMeJournalDaySessions, update matchMeRoute, update handleMeJournal to include sessions
backend/src/api/server.ts Add route dispatch for /api/me/journal/:date/sessions

Config / Tunables

Parameter Default Location Notes
SESSION_GAP_MS 2 hours (7,200,000ms) sessions.ts How long silence = session end
Cron interval 15 min index.ts How often to check for stale sessions
Summary max_tokens 400 summarize.ts Scales with session length
Summary temperature 0.3 summarize.ts Low for consistency

Important Notes

  • ALL text that touches the DB must go through encryptForUser/decryptForUser
  • Use toLocalHHMM, toLocalDateString, toLocalDateUTC from lib/time.ts for timezone handling
  • Use the same fireAndLog pattern as flush.ts for fire-and-forget async operations
  • Use recordUsage for ALL LLM calls (summary + metadata extraction)
  • Use track() for analytics events
  • The in-memory closesInFlight set prevents concurrent closes of the same session
  • assignMessageToSession must NOT block the chat response
  • Keep existing flush system running in parallel during migration

Frontend Prompt — Session-Based Journal Summaries

Context

We're replacing the current one-summary-per-day journal view with session-based summaries. The backend now returns journal entries with a sessions array — each session has a time range and its own summary blob. A day can have multiple sessions (e.g. user chatted 4-6pm, went silent, came back 9-10pm = 2 blobs).

Current system (what you're working with):

  • app/(main)/journal/DaySummaryCard.tsx — renders one card per day with mood pill, themes, date stamp, and a single summary paragraph on a paper-textured background with ruled lines and a red margin
  • app/(journal)/journal/new/PageCard.tsx — the editable BlockNote journal page (manual writing mode)
  • app/(main)/journal/page.tsx — redirects to /chat
  • app/(journal)/journal/new/HomeView.tsx — the main view that lists DaySummaryCards
  • lib/api-client.ts (or wherever types are defined) — JournalEntry type, Mood enum, API calls
  • Design tokens: LP palette (TX, TM, TQ, GOLD_INK, GOLD_SOFT, GOLD_STRONG, OXBLOOD, PARCHMENT), cream paper texture, serif fonts via var(--cr-heading, serif), RULE_HEIGHT = 36px

1. Types Update

File: wherever JournalEntry and API types are defined (likely lib/api-client.ts)

Add new type:

export interface ChatSessionSummary {
  id: string;
  startedAt: string;      // ISO string
  endedAt: string;        // ISO string
  startTime: string;      // formatted like "4:00 PM"
  endTime: string;        // formatted like "6:30 PM"
  summary: string | null;
  mood: Mood | null;
  energy: string | null;
  themes: string[];
  moodReason: string | null;
}

Update existing JournalEntry type:

export interface JournalEntry {
  // ... all existing fields stay the same ...

  sessions: ChatSessionSummary[];  // NEW — ordered by startedAt, empty for pre-migration entries
}

2. New Component: SessionBlob

File: app/(main)/journal/SessionBlob.tsx — NEW FILE

This renders ONE session blob inside a day's journal card.

Layout:

[time range]  │  [summary text]
(right-aligned)  │  (flows naturally)

Three columns:

  1. Left (width ~72px): Time range, right-aligned
  2. Middle (1px): Vertical divider line
  3. Right (flex-1): Summary text

Implementation:

"use client";

import type { ChatSessionSummary, Mood } from "@/lib/api-client";

// Palette tokens — same as DaySummaryCard
const LP = {
  TX: "#1a2614",
  TM: "rgba(20,32,14,0.92)",
  TQ: "rgba(20,32,14,0.62)",
  GOLD_INK: "#6e4e14",
  GOLD_SOFT: "rgba(158,125,47,0.28)",
  OXBLOOD: "#a14c3a",
  PARCHMENT: "#ede6cc",
} as const;

interface Props {
  session: ChatSessionSummary;
  dark: boolean;
  bodyColor: string;
  stampColor: string;
  ruleHeight: number;
}

export function SessionBlob({ session, dark, bodyColor, stampColor, ruleHeight }: Props) {
  // If start and end are the same time, show just one
  const timeLabel =
    session.startTime === session.endTime
      ? session.startTime
      : `${session.startTime}${session.endTime}`;

  // Divider color
  const dividerColor = dark
    ? "rgba(212,190,120,0.22)"
    : "rgba(158,125,47,0.28)";

  return (
    <div className="flex gap-4">
      {/* Time range — left column */}
      <div
        className="shrink-0 flex flex-col items-end pt-0.5"
        style={{ width: 72 }}
      >
        <span
          style={{
            fontFamily: "var(--cr-heading, serif)",
            fontStyle: "italic",
            fontSize: 11,
            fontWeight: 500,
            letterSpacing: "0.08em",
            color: stampColor,
            opacity: 0.85,
            whiteSpace: "nowrap",
            lineHeight: `${ruleHeight}px`,
          }}
        >
          {timeLabel}
        </span>
      </div>

      {/* Vertical divider */}
      <div
        className="shrink-0"
        style={{
          width: 1,
          background: dividerColor,
          borderRadius: 1,
          alignSelf: "stretch",
        }}
      />

      {/* Summary text — right column */}
      <div className="flex-1 min-w-0">
        {session.summary ? (
          <p
            className="whitespace-pre-wrap"
            style={{
              fontFamily: "var(--cr-heading, serif)",
              fontSize: 16,
              lineHeight: `${ruleHeight}px`,
              color: bodyColor,
              margin: 0,
              fontWeight: 400,
            }}
          >
            {session.summary}
          </p>
        ) : (
          <p
            style={{
              fontFamily: "var(--cr-heading, serif)",
              fontStyle: "italic",
              fontSize: 14,
              lineHeight: `${ruleHeight}px`,
              color: bodyColor,
              opacity: 0.5,
              margin: 0,
            }}
          >
            summarizing…
          </p>
        )}

        {/* Session mood reason — italic quote, same style as DaySummaryCard */}
        {session.moodReason && (
          <p
            style={{
              marginTop: 12,
              paddingLeft: 14,
              borderLeft: `2px solid ${dark ? "rgba(196,122,82,0.55)" : LP.OXBLOOD}`,
              fontStyle: "italic",
              fontFamily: "var(--cr-heading, serif)",
              fontSize: 14,
              lineHeight: `${ruleHeight}px`,
              color: dark ? "rgba(237,230,204,0.78)" : LP.TM,
              margin: 0,
            }}
          >
            {session.moodReason}
          </p>
        )}
      </div>
    </div>
  );
}

3. Update DaySummaryCard

File: app/(main)/journal/DaySummaryCard.tsx

Import SessionBlob:

import { SessionBlob } from "./SessionBlob";

Update the Props type:

The JournalEntry type now includes sessions, so no prop changes needed — just use entry.sessions inside the component.

Replace the body rendering section:

Find the section that currently renders the summary paragraph (the {summaryPresent ? ( ... ) : ( ... )} block). Replace it with:

{/* Session blobs — multiple per day when available */}
{entry.sessions && entry.sessions.length > 0 ? (
  <div className="flex flex-col gap-6">
    {entry.sessions.map((session) => (
      <SessionBlob
        key={session.id}
        session={session}
        dark={dark}
        bodyColor={bodyColor}
        stampColor={stampColor}
        ruleHeight={RULE_HEIGHT}
      />
    ))}
  </div>
) : summaryPresent ? (
  /* Fallback: old-style daily summary for pre-migration entries */
  <div
    style={{
      position: "relative",
      maxHeight: showToggle && !expanded ? COLLAPSED_HEIGHT_PX : undefined,
      overflow: showToggle && !expanded ? "hidden" : undefined,
    }}
  >
    <p
      className="whitespace-pre-wrap"
      style={{
        fontFamily: "var(--cr-heading, serif)",
        fontSize: 16,
        lineHeight: `${RULE_HEIGHT}px`,
        color: bodyColor,
        margin: 0,
        fontWeight: 400,
      }}
    >
      {entry.summary}
    </p>
    {showToggle && !expanded && (
      <div
        aria-hidden
        style={{
          position: "absolute",
          left: 0,
          right: 0,
          bottom: 0,
          height: 60,
          background: dark
            ? "linear-gradient(180deg, rgba(14,20,8,0) 0%, rgba(14,20,8,0.92) 100%)"
            : "linear-gradient(180deg, rgba(253,246,220,0) 0%, rgba(253,246,220,0.96) 100%)",
          pointerEvents: "none",
        }}
      />
    )}
  </div>
) : (
  <p
    style={{
      fontFamily: "var(--cr-heading, serif)",
      fontStyle: "italic",
      fontSize: 14,
      lineHeight: `${RULE_HEIGHT}px`,
      color: subtleColor,
      margin: 0,
    }}
  >
    today&rsquo;s page is still being written. journal sync happens
    after ~10 messages, or every hour on a stale buffer — come back
    soon.
  </p>
)}

Key behavior:

  • Has sessions → render SessionBlob for each, stacked vertically
  • No sessions but has summary → render old-style single paragraph (backwards compat)
  • No sessions and no summary → render "still being written" placeholder

4. Data Fetching

File: wherever /api/me/journal is called (likely a hook like use-journal.ts or inline in a page component)

No new API calls needed for the main journal list view. The existing /api/me/journal endpoint now returns sessions on each entry. Just make sure:

  1. The type expectation is updated (JournalEntry now has sessions: ChatSessionSummary[])
  2. Pre-migration entries return sessions: [] from the backend — the frontend handles this via the fallback path above

Optional: dedicated session endpoint

If you need to fetch sessions for a specific date independently (e.g. for a drill-down view):

// GET /api/me/journal/:date/sessions
async function fetchDaySessions(date: string): Promise<ChatSessionSummary[]> {
  const res = await apiClient.get(`/api/me/journal/${date}/sessions`);
  return res.sessions;
}

5. Mobile Considerations

  • The SessionBlob time range column (72px) might feel tight on very small screens. For mobile (< 640px), consider stacking the time range ABOVE the summary instead of beside it:
// Inside SessionBlob, add mobile detection:
const isMobile = useIsMobile();

// Then conditionally render:
{isMobile ? (
  <div className="flex flex-col gap-1">
    <span style={{ /* time range styles, left-aligned instead of right */ }}>
      {timeLabel}
    </span>
    <div style={{ borderLeft: `2px solid ${dividerColor}`, paddingLeft: 12 }}>
      {/* summary text */}
    </div>
  </div>
) : (
  /* desktop three-column layout as described above */
)}

This is optional for v1 — the three-column layout works on mobile too, just tighter. Implement if it looks cramped during testing.


6. Click-to-Edit Behavior

The existing onOpenInJournal click handler on DaySummaryCard should continue to work. When a user clicks a card with sessions:

  • For v1: clicking the card opens the full day's content in the BlockNote editor (same as today)
  • For v2 (optional, later): clicking a specific session blob could open just that session's content in the editor

No changes needed to PageCard.tsx or the BlockNote editor for v1.


Visual Reference

Desktop — Day with 2 sessions:

┌──────────────────────────────────────────────────────┐
│  ● good    relationships    work                     │
│                              wednesday, may 13, 2026 │
│                                                      │
│    4:00 PM │ I was spiraling about the deadline      │
│    6:30 PM │ again. Started with "I can't do this"   │
│            │ but ended up realizing it's not the      │
│            │ work that's stressing me — it's the      │
│            │ feeling that nobody notices...           │
│            │                                         │
│    9:15 PM │ Called mom tonight. She asked about      │
│    9:45 PM │ the job and I dodged it. "I'm fine"     │
│            │ — classic. Might actually tell her       │
│            │ next time.                              │
│                                                      │
│                                   edit this page ✏️  │
└──────────────────────────────────────────────────────┘

Desktop — Day with 1 session:

┌──────────────────────────────────────────────────────┐
│  ● low     work stress                               │
│                                thursday, may 14, 2026│
│                                                      │
│   10:30 AM │ Bad morning. Couldn't get out of bed    │
│   11:15 AM │ until 10 and then spent the first hour  │
│            │ staring at Slack without typing. "Just   │
│            │ get through today" is what I keep        │
│            │ telling myself.                         │
│                                                      │
│                                   edit this page ✏️  │
└──────────────────────────────────────────────────────┘

Desktop — Old entry (no sessions, backwards compat):

┌──────────────────────────────────────────────────────┐
│  ● okay    family                                    │
│                              tuesday, may 12, 2026   │
│                                                      │
│  Had a long talk with dad about the move. He's       │
│  worried but trying not to show it. I told him       │
│  I'd visit every month, which felt like a promise    │
│  I'm not sure I can keep...                         │
│                                                      │
│                                   edit this page ✏️  │
└──────────────────────────────────────────────────────┘

Files Changed Summary

File Action
lib/api-client.ts (or types file) Add ChatSessionSummary type, add sessions field to JournalEntry
app/(main)/journal/SessionBlob.tsx NEW — renders one session blob with time range + summary
app/(main)/journal/DaySummaryCard.tsx Import SessionBlob, replace body section with session-aware rendering (fallback to old style for pre-migration entries)

Important Notes

  • Use the exact same color tokens and dark mode logic as DaySummaryCardLP palette, stampColor, bodyColor, subtleColor etc.
  • Use var(--cr-heading, serif) for all text in SessionBlob (matches existing journal typography)
  • RULE_HEIGHT = 36px — all line-heights should match this for ruled-line alignment
  • Don't add any new npm dependencies
  • Don't break existing mobile responsive behavior
  • Pre-migration entries (sessions: []) must render identically to how they do today
  • The paper texture, ruled lines, margin line, and card shadow all stay exactly as they are in DaySummaryCard — SessionBlob only changes what's INSIDE the content area

Session-Based Journal Summaries — Implementation Guide

Overview

Replace the current "flush after 10 messages or 8h stale" journal system with session-based summaries. A "session" = a window of chat activity. When the user goes silent for N hours (default: 2), the session closes, a summary blob is generated, and it appears in the journal with a time range timestamp (e.g. "4:00 PM – 6:30 PM").


Current Architecture (what exists)

Backend (talkamore-backend):

  • flush.ts — groups unflushed USER messages by calendar date, concatenates them as [HH:MM] message lines, upserts into journal_entries (one row per user per day), then fires summary generation + mood extraction + supermemory ingest
  • summarize.ts — calls GPT-4o to rewrite the day's transcript into a first-person narrative
  • JournalEntry model — one entry per user per day (@@unique([userId, entryDate]))
  • Trigger: flush fires on the 10th unflushed message OR via hourly cron for stale buffers (>8h)

Frontend (talkamore-frontend):

  • DaySummaryCard.tsx — renders one card per day with mood pill, themes, date stamp, and summary text
  • HomeView.tsx / journal page — lists DaySummaryCards from /api/me/journal
  • PageCard.tsx — the editable BlockNote journal page (for manual writing)

What Changes

1. New DB Model: ChatSession

A chat session tracks a window of activity for one user.

// Add to schema.prisma

model ChatSession {
  id        String   @id @default(uuid())
  userId    String
  user      User     @relation(fields: [userId], references: [id], onDelete: Cascade)

  // when the first message in this session was sent
  startedAt DateTime
  // when the last message in this session was sent (updated on each message)
  endedAt   DateTime
  // null while session is open; set when the session closes and summary generates
  closedAt  DateTime?

  // the generated first-person summary blob
  // encrypted at rest with user's DEK
  summary       String?
  summaryLength Int?

  // AI-extracted metadata (same as JournalEntry)
  mood      MoodLevel?
  energy    EnergyLevel?
  moodReason       String?
  moodReasonLength Int?
  themes    String[]

  // which JournalEntry this session was rolled into (for the daily view)
  journalEntryId String?
  journalEntry   JournalEntry? @relation(fields: [journalEntryId], references: [id])

  // supermemory tracking
  smDocumentId String?
  smStatus     SmStatus @default(PENDING)

  createdAt DateTime @default(now())
  updatedAt DateTime @updatedAt

  messages ChatMessage[]

  @@index([userId, closedAt])
  @@index([userId, endedAt(sort: Desc)])
  @@map("chat_sessions")
}

Also update ChatMessage:

// Add to ChatMessage model:
chatSessionId String?
chatSession   ChatSession? @relation(fields: [chatSessionId], references: [id])

Also update JournalEntry:

// Add to JournalEntry model:
sessions ChatSession[]

Also update User:

// Add to User model:
chatSessions ChatSession[]

2. Session Detection Logic

New file: backend/src/lib/sessions.ts

// Session gap threshold — if user is silent for this long, session closes
const SESSION_GAP_MS = 2 * 60 * 60 * 1000; // 2 hours

/**
 * Called on every USER message. Either assigns the message to an
 * existing open session or creates a new one.
 *
 * Returns the ChatSession id the message belongs to.
 */
export async function assignMessageToSession(
  userId: string,
  messageId: string,
  messageCreatedAt: Date,
): Promise<string> {
  // Find the most recent open session for this user
  const openSession = await db.chatSession.findFirst({
    where: {
      userId,
      closedAt: null, // still open
    },
    orderBy: { endedAt: "desc" },
  });

  if (openSession) {
    const gapMs = messageCreatedAt.getTime() - openSession.endedAt.getTime();

    if (gapMs < SESSION_GAP_MS) {
      // Same session — update endedAt and assign message
      await db.$transaction([
        db.chatSession.update({
          where: { id: openSession.id },
          data: { endedAt: messageCreatedAt },
        }),
        db.chatMessage.update({
          where: { id: messageId },
          data: { chatSessionId: openSession.id },
        }),
      ]);
      return openSession.id;
    }

    // Gap exceeded — close the old session (triggers summary later)
    // and fall through to create a new one
    await closeSession(openSession.id);
  }

  // Create a new session
  const newSession = await db.chatSession.create({
    data: {
      userId,
      startedAt: messageCreatedAt,
      endedAt: messageCreatedAt,
    },
  });

  await db.chatMessage.update({
    where: { id: messageId },
    data: { chatSessionId: newSession.id },
  });

  return newSession.id;
}

/**
 * Close a session: mark closedAt, generate summary, extract metadata,
 * roll into the day's JournalEntry, ingest to supermemory.
 */
async function closeSession(sessionId: string): Promise<void> {
  const session = await db.chatSession.findUnique({
    where: { id: sessionId },
    include: {
      user: { select: { timezone: true, displayName: true } },
      messages: {
        where: { role: "USER" },
        orderBy: { createdAt: "asc" },
        select: { content: true, createdAt: true },
      },
    },
  });

  if (!session || session.messages.length === 0) return;

  // Mark closed
  await db.chatSession.update({
    where: { id: sessionId },
    data: { closedAt: new Date() },
  });

  // Decrypt messages and build transcript
  const lines: string[] = [];
  for (const m of session.messages) {
    const plain = await decryptForUser(session.userId, m.content);
    lines.push(`[${toLocalHHMM(m.createdAt, session.user.timezone)}] ${plain.trim()}`);
  }
  const transcript = lines.join("\n");

  // Generate session summary
  const displayName = session.user.displayName
    ? await decryptForUser(session.userId, session.user.displayName)
    : "the user";

  const startTime = toLocalHHMM(session.startedAt, session.user.timezone);
  const endTime = toLocalHHMM(session.endedAt, session.user.timezone);
  const dateStr = toLocalDateString(session.startedAt, session.user.timezone);

  const summaryRes = await generateSessionSummary({
    displayName,
    dateStr,
    startTime,
    endTime,
    transcript,
  });

  // Extract mood/themes
  const extractRes = await extractMetadata(transcript);

  // Encrypt and save
  const summaryCt = await encryptForUser(session.userId, summaryRes.summary);
  const moodReasonCt = extractRes.metadata.moodReason
    ? await encryptForUser(session.userId, extractRes.metadata.moodReason)
    : null;

  // Roll into daily JournalEntry
  const entryDate = toLocalDateUTC(session.startedAt, session.user.timezone);
  const entry = await db.journalEntry.upsert({
    where: { userId_entryDate: { userId: session.userId, entryDate } },
    create: {
      userId: session.userId,
      content: await encryptForUser(session.userId, transcript),
      contentLength: transcript.length,
      entryDate,
      themes: extractRes.metadata.themes,
      mood: extractRes.metadata.mood,
      energy: extractRes.metadata.energy,
      smStatus: "PENDING",
    },
    update: {
      // Append to existing content
      smStatus: "PENDING",
    },
  });

  await db.chatSession.update({
    where: { id: sessionId },
    data: {
      summary: summaryCt,
      summaryLength: summaryRes.summary.length,
      mood: extractRes.metadata.mood,
      energy: extractRes.metadata.energy,
      moodReason: moodReasonCt,
      moodReasonLength: extractRes.metadata.moodReason?.length ?? null,
      themes: extractRes.metadata.themes,
      journalEntryId: entry.id,
    },
  });

  // Mark messages as flushed
  await db.chatMessage.updateMany({
    where: { chatSessionId: sessionId, role: "USER" },
    data: { flushed: true },
  });

  // Supermemory ingest (fire and forget)
  fireAndLog(
    () => ingestSessionToSupermemory(sessionId, session.userId, transcript, extractRes.metadata),
    { op: "session_ingest", userId: session.userId, sessionId },
  );
}

3. Session Summary Prompt

Add to backend/src/lib/summarize.ts:

const SESSION_SUMMARY_SYSTEM_PROMPT = `Rewrite a chat session transcript as a first-person journal entry, written in the user's own voice. Use "I" statements. Preserve their actual words and phrasing where possible, don't over-literary or clean up their grammar. Keep it honest, not preachy or over-reflective.

Capture the ARC of the session — how the conversation started, what shifted, where it landed. If multiple topics came up, show how they connected (they usually do emotionally, even when they seem unrelated).

Pull 1-2 direct quotes from the transcript that capture the most raw/honest moments. Wrap them naturally into the prose.

Target 80-200 words depending on session length. A 5-minute session might only need 2 sentences. A 2-hour session might need a full paragraph.

Plain prose, no bullet points, no headers, no timestamps (the frontend renders the time range separately). Never mention an AI assistant, chatbot, Maya, Sage, or Luna — write as if this is the user's own journal.`;

export async function generateSessionSummary(opts: {
  displayName: string;
  dateStr: string;
  startTime: string;
  endTime: string;
  transcript: string;
}): Promise<SummaryResult> {
  const apiKey = process.env.OPENAI_API_KEY;
  if (!apiKey) throw new Error("OPENAI_API_KEY missing");

  const userMessage =
    `NAME: ${opts.displayName}\n` +
    `DATE: ${opts.dateStr}\n` +
    `SESSION: ${opts.startTime}${opts.endTime}\n\n` +
    `CHAT TRANSCRIPT:\n${opts.transcript}\n\n` +
    `First-person summary:`;

  const res = await fetch("https://api.openai.com/v1/chat/completions", {
    method: "POST",
    headers: {
      "Content-Type": "application/json",
      Authorization: `Bearer ${apiKey}`,
    },
    body: JSON.stringify({
      model: MODEL,
      messages: [
        { role: "system", content: SESSION_SUMMARY_SYSTEM_PROMPT },
        { role: "user", content: userMessage },
      ],
      temperature: 0.3,
      max_tokens: 400,
    }),
  });

  if (!res.ok) {
    const body = await res.text().catch(() => "");
    throw new Error(`openai session summary failed: ${res.status} ${body.slice(0, 200)}`);
  }

  const data = (await res.json()) as {
    choices?: Array<{ message?: { content?: string } }>;
    usage?: { prompt_tokens?: number; completion_tokens?: number };
  };
  const raw = data.choices?.[0]?.message?.content;
  if (!raw) throw new Error("openai session summary: empty response");

  const summary = stripEmDashes(raw.trim());
  const promptTokens = data.usage?.prompt_tokens;
  const completionTokens = data.usage?.completion_tokens;
  const usage =
    typeof promptTokens === "number" && typeof completionTokens === "number"
      ? buildExtractUsage(promptTokens, completionTokens)
      : null;

  return { summary, usage };
}

4. Cron Job: Close Stale Sessions

Replace/augment flushStaleBuffers in flush.ts:

// Run every 15 minutes via node-cron (more granular than the old hourly sweep)
export async function closeStaleSessionsCron(): Promise<void> {
  const staleCutoff = new Date(Date.now() - SESSION_GAP_MS);

  // Find open sessions where the last message is older than the gap threshold
  const staleSessions = await db.chatSession.findMany({
    where: {
      closedAt: null,
      endedAt: { lt: staleCutoff },
    },
    select: { id: true },
  });

  log.info("closeStaleSessionsCron: scanning", { count: staleSessions.length });

  for (const s of staleSessions) {
    try {
      await closeSession(s.id);
    } catch (err) {
      log.error("closeStaleSessionsCron: failed", {
        sessionId: s.id,
        err: err instanceof Error ? err.message : String(err),
      });
    }
  }
}

In src/index.ts, update the cron schedule:

// Replace the old hourly flushStaleBuffers with:
cron.schedule("*/15 * * * *", () => {
  closeStaleSessionsCron().catch((err) =>
    log.error("stale session cron failed", { err: err instanceof Error ? err.message : String(err) }),
  );
});

5. Wire Into Chat Handler

In the existing chat handler (where flushUserBuffer is currently called), add session assignment:

// After persisting the USER message to chat_messages:
await assignMessageToSession(userId, message.id, message.createdAt);

// Remove or gate the old flush threshold logic:
// The old `if (user.unflushedCount >= FLUSH_THRESHOLD)` can be removed
// since sessions handle the grouping now. Keep unflushedCount for
// backwards compat during migration, but session closing replaces it.

6. New API Endpoint: Sessions per Day

New file or add to me-routes.ts:

// GET /api/me/journal/:date/sessions
// Returns the session blobs for a specific day, with time ranges
export async function handleMeJournalDaySessions(
  req: IncomingMessage,
  res: ServerResponse,
  date: string,
): Promise<void> {
  const auth = requireJwt(req, res);
  if (!auth) return;

  const user = await db.user.findUnique({
    where: { id: auth.userId },
    select: { timezone: true },
  });
  if (!user) { sendError(res, 404, "user not found"); return; }

  const entryDate = toLocalDateUTC(
    new Date(`${date}T12:00:00.000Z`),
    user.timezone,
  );

  // Get all closed sessions for this day
  const sessions = await db.chatSession.findMany({
    where: {
      userId: auth.userId,
      closedAt: { not: null },
      startedAt: {
        gte: entryDate,
        lt: new Date(entryDate.getTime() + 24 * 60 * 60 * 1000),
      },
    },
    orderBy: { startedAt: "asc" },
    select: {
      id: true,
      startedAt: true,
      endedAt: true,
      summary: true,
      mood: true,
      energy: true,
      themes: true,
      moodReason: true,
    },
  });

  const decrypted = await Promise.all(
    sessions.map(async (s) => ({
      id: s.id,
      startedAt: s.startedAt.toISOString(),
      endedAt: s.endedAt.toISOString(),
      // Format as "4:00 PM" for display
      startTime: s.startedAt.toLocaleTimeString("en-US", {
        hour: "numeric",
        minute: "2-digit",
        timeZone: user.timezone,
      }),
      endTime: s.endedAt.toLocaleTimeString("en-US", {
        hour: "numeric",
        minute: "2-digit",
        timeZone: user.timezone,
      }),
      summary: s.summary ? await decryptForUser(auth.userId, s.summary) : null,
      mood: s.mood,
      energy: s.energy,
      themes: s.themes,
      moodReason: s.moodReason ? await decryptForUser(auth.userId, s.moodReason) : null,
    })),
  );

  sendJson(res, 200, { sessions: decrypted });
}

Also update /api/me/journal response to include sessions:

// In handleMeJournal, after fetching entries, also fetch sessions per day:
// Add a `sessions` array to each entry in the response

Frontend Changes

7. Updated API Types

In lib/api-client.ts (or wherever types live):

export interface ChatSessionSummary {
  id: string;
  startedAt: string;
  endedAt: string;
  startTime: string;  // "4:00 PM"
  endTime: string;    // "6:30 PM"
  summary: string | null;
  mood: Mood | null;
  energy: string | null;
  themes: string[];
  moodReason: string | null;
}

// Update JournalEntry type:
export interface JournalEntry {
  // ... existing fields ...
  sessions: ChatSessionSummary[];  // NEW — ordered by startedAt
}

8. Updated DaySummaryCard

The card now renders multiple session blobs instead of one daily summary. Each blob has a time range on the left.

Replace the body section of DaySummaryCard.tsx:

{/* Session blobs — each one is a time-stamped summary */}
{entry.sessions && entry.sessions.length > 0 ? (
  <div className="flex flex-col gap-6">
    {entry.sessions.map((session) => (
      <SessionBlob
        key={session.id}
        session={session}
        dark={dark}
        bodyColor={bodyColor}
        stampColor={stampColor}
        ruleHeight={RULE_HEIGHT}
      />
    ))}
  </div>
) : summaryPresent ? (
  /* Fallback: old-style daily summary for pre-migration entries */
  <p
    className="whitespace-pre-wrap"
    style={{
      fontFamily: "var(--cr-heading, serif)",
      fontSize: 16,
      lineHeight: `${RULE_HEIGHT}px`,
      color: bodyColor,
      margin: 0,
    }}
  >
    {entry.summary}
  </p>
) : (
  <p style={{ /* existing "still being written" italic */ }}>
    today's page is still being written...
  </p>
)}

9. New Component: SessionBlob

New file: app/(main)/journal/SessionBlob.tsx:

"use client";

import type { ChatSessionSummary } from "@/lib/api-client";

interface Props {
  session: ChatSessionSummary;
  dark: boolean;
  bodyColor: string;
  stampColor: string;
  ruleHeight: number;
}

export function SessionBlob({ session, dark, bodyColor, stampColor, ruleHeight }: Props) {
  // If start and end are same hour, show just "4:00 PM" not "4:00 PM – 4:12 PM"
  const timeLabel = session.startTime === session.endTime
    ? session.startTime
    : `${session.startTime}${session.endTime}`;

  return (
    <div className="flex gap-4">
      {/* Time range — left column, vertically centered */}
      <div
        className="shrink-0 flex flex-col items-end pt-1"
        style={{ width: 72 }}
      >
        <span
          style={{
            fontFamily: "var(--cr-heading, serif)",
            fontStyle: "italic",
            fontSize: 11,
            fontWeight: 500,
            letterSpacing: "0.08em",
            color: stampColor,
            opacity: 0.85,
            whiteSpace: "nowrap",
            lineHeight: `${ruleHeight}px`,
          }}
        >
          {timeLabel}
        </span>
      </div>

      {/* Vertical divider line */}
      <div
        className="shrink-0"
        style={{
          width: 1,
          background: dark
            ? "rgba(212,190,120,0.22)"
            : "rgba(158,125,47,0.28)",
          borderRadius: 1,
          alignSelf: "stretch",
        }}
      />

      {/* Summary text — right column */}
      <div className="flex-1 min-w-0">
        {session.summary ? (
          <p
            className="whitespace-pre-wrap"
            style={{
              fontFamily: "var(--cr-heading, serif)",
              fontSize: 16,
              lineHeight: `${ruleHeight}px`,
              color: bodyColor,
              margin: 0,
              fontWeight: 400,
            }}
          >
            {session.summary}
          </p>
        ) : (
          <p
            style={{
              fontFamily: "var(--cr-heading, serif)",
              fontStyle: "italic",
              fontSize: 14,
              lineHeight: `${ruleHeight}px`,
              color: bodyColor,
              opacity: 0.5,
              margin: 0,
            }}
          >
            summarizing...
          </p>
        )}

        {/* Session-level mood + themes (optional, smaller than day-level) */}
        {(session.mood || session.themes.length > 0) && (
          <div className="flex flex-wrap items-center gap-1.5 mt-2">
            {/* Render mini pills — reuse existing pill styles but smaller */}
          </div>
        )}
      </div>
    </div>
  );
}

Visual Layout (matching the screenshot)

┌──────────────────────────────────────────────────┐
│  WEDNESDAY, MAY 13, 2026                         │
│                                                  │
│  ┌─────────┬───┬───────────────────────────────┐ │
│  │ 4:00 PM │ │ │ I was spiraling about the      │ │
│  │ 6:30 PM │ │ │ deadline again. Started with    │ │
│  │         │ │ │ "I can't do this" but ended up  │ │
│  │         │ │ │ realizing it's not the work...  │ │
│  └─────────┴───┴───────────────────────────────┘ │
│                                                  │
│  ┌─────────┬───┬───────────────────────────────┐ │
│  │ 9:15 PM │ │ │ Called mom tonight. She asked   │ │
│  │ 9:45 PM │ │ │ about the job and I dodged it.  │ │
│  │         │ │ │ "I'm fine" — classic.           │ │
│  └─────────┴───┴───────────────────────────────┘ │
│                                                  │
│  Enter text or type '/' for commands             │
└──────────────────────────────────────────────────┘

Migration Plan

Phase 1: Backend (no visible changes)

  1. Run Prisma migration to add ChatSession model + chatSessionId on ChatMessage
  2. Deploy assignMessageToSession + closeStaleSessionsCron
  3. Keep old flush.ts running in parallel — new sessions accumulate while old flush still works for the daily JournalEntry
  4. Session summaries populate chat_sessions.summary

Phase 2: API

  1. Add GET /api/me/journal/:date/sessions endpoint
  2. Update GET /api/me/journal to include sessions[] on each entry
  3. Old entries without sessions return sessions: [] — frontend falls back to daily summary

Phase 3: Frontend

  1. Ship SessionBlob component
  2. Update DaySummaryCard to render session blobs when available
  3. Entries without sessions (pre-migration) still render the old daily summary

Phase 4: Cleanup

  1. Remove old flush threshold logic (10-message trigger)
  2. Remove old flushStaleBuffers hourly cron
  3. Backfill: optionally re-process old chat_messages into sessions retroactively

Summary of Files to Change

Backend (Krane-Apps/talkamore-backend)

File Action
backend/prisma/schema.prisma Add ChatSession model, update ChatMessage, JournalEntry, User
backend/src/lib/sessions.ts NEW — session detection + closing logic
backend/src/lib/summarize.ts Add generateSessionSummary with session-specific prompt
backend/src/jobs/flush.ts Add closeStaleSessionsCron, keep old flush as fallback
backend/src/api/me-routes.ts Add /api/me/journal/:date/sessions endpoint, update /api/me/journal
backend/src/api/chat.ts Wire assignMessageToSession into chat handler
backend/src/index.ts Update cron schedule (15-min for session closing)

Frontend (Krane-Apps/talkamore-frontend)

File Action
lib/api-client.ts Add ChatSessionSummary type, update JournalEntry type
app/(main)/journal/SessionBlob.tsx NEW — time-range + summary blob component
app/(main)/journal/DaySummaryCard.tsx Render session blobs instead of single summary
hooks/use-journal.ts (or equivalent) Fetch sessions data from new endpoint

Config / Tunables

Parameter Default Notes
SESSION_GAP_MS 2 hours How long silence = session end
Cron interval 15 min How often to check for stale sessions
Summary length 80-200 words Scales with session length
Min messages for session 1 Even a single message gets a blob

All tunables should live as constants at the top of sessions.ts so they're easy to adjust based on user data later.

Session-Based Journal Summaries — Implementation Prompts

Context

We're replacing the current "flush after 10 messages or 8h stale" journal system with session-based summaries. A "session" = a window of chat activity. When the user goes silent for 2+ hours, the session closes, a summary blob is generated, and it appears in the journal with a time range timestamp (e.g. "4:00 PM – 6:30 PM"). Multiple sessions per day = multiple blobs. Users can edit blobs after generation.

Current system: flush.ts groups unflushed USER messages by calendar date, concatenates as [HH:MM] message lines, upserts into journal_entries (one row per user per day), then fires summary generation + mood extraction + supermemory ingest.


Backend Prompt

Copy this entire block and give it to your backend coding agent (Codex, Cursor, etc.) working on Krane-Apps/talkamore-backend.

You are implementing session-based journal summaries for Talkamore. Here's what needs to happen:

## 1. Prisma Schema Changes (`backend/prisma/schema.prisma`)

Add a new `ChatSession` model:

model ChatSession {
  id        String   @id @default(uuid())
  userId    String
  user      User     @relation(fields: [userId], references: [id], onDelete: Cascade)
  startedAt DateTime    // first message timestamp in this session
  endedAt   DateTime    // last message timestamp (updated on each new message)
  closedAt  DateTime?   // null while open; set when gap threshold hit and summary generated
  summary       String?   // first-person narrative, encrypted with user's DEK
  summaryLength Int?
  mood          MoodLevel?
  energy        EnergyLevel?
  moodReason       String?   // encrypted
  moodReasonLength Int?
  themes        String[]
  journalEntryId String?   // links to the daily JournalEntry this session rolled into
  journalEntry   JournalEntry? @relation(fields: [journalEntryId], references: [id])
  smDocumentId String?
  smStatus     SmStatus @default(PENDING)
  createdAt    DateTime @default(now())
  updatedAt    DateTime @updatedAt
  messages     ChatMessage[]

  @@index([userId, closedAt])
  @@index([userId, endedAt(sort: Desc)])
  @@map("chat_sessions")
}

Add to ChatMessage model:
  chatSessionId String?
  chatSession   ChatSession? @relation(fields: [chatSessionId], references: [id])

Add to JournalEntry model:
  sessions ChatSession[]

Add to User model:
  chatSessions ChatSession[]

Run: npx prisma migrate dev --name add-chat-sessions

## 2. Session Detection (`backend/src/lib/sessions.ts`) — NEW FILE

Constants:
- SESSION_GAP_MS = 2 * 60 * 60 * 1000 (2 hours)
- In-memory lock set (same pattern as flushesInFlight in flush.ts)

Export function `assignMessageToSession(userId: string, messageId: string, messageCreatedAt: Date): Promise<string>`:
1. Find the most recent open session for this user (closedAt: null, orderBy endedAt desc)
2. If found AND (messageCreatedAt - session.endedAt) < SESSION_GAP_MS:
   - Update session.endedAt = messageCreatedAt
   - Update chatMessage.chatSessionId = session.id
   - Return session.id
3. If found AND gap >= SESSION_GAP_MS:
   - Call closeSession(openSession.id) — fire and forget, don't block the chat response
   - Fall through to create new session
4. If no open session or gap exceeded:
   - Create new ChatSession with startedAt = messageCreatedAt, endedAt = messageCreatedAt
   - Update chatMessage.chatSessionId = newSession.id
   - Return newSession.id

Export function `closeSession(sessionId: string): Promise<void>`:
1. Fetch session with user (timezone, displayName) and messages (role: USER, orderBy createdAt asc)
2. If no messages, just mark closedAt = now() and return
3. Mark closedAt = new Date()
4. Decrypt all message contents using decryptForUser
5. Build transcript as "[HH:MM] message" lines (same format as flush.ts)
6. Call generateSessionSummary (see below) with displayName, dateStr, startTime, endTime, transcript
7. Call extractMetadata(transcript) for mood/themes/energy (reuse from openai-extract.ts)
8. Encrypt summary and moodReason with encryptForUser
9. Upsert into daily JournalEntry (same pattern as flush.ts flushGroup — append to existing content)
10. Update ChatSession with summary, mood, energy, themes, moodReason, journalEntryId
11. Mark all USER messages in the session as flushed: true
12. Fire-and-forget supermemory ingest (same pattern as flush.ts, customId: `session_${sessionId}`)
13. Fire-and-forget style profile refresh (same as flush.ts refreshStyleProfile)
14. Record usage for extract + summary LLM calls

IMPORTANT: Use the same encryption/decryption pattern as flush.ts. Use fireAndLog for async operations. Use the in-memory lock set to prevent concurrent closes of the same session.

## 3. Session Summary Prompt (`backend/src/lib/summarize.ts`)

Add a new export `generateSessionSummary` alongside the existing `generateJournalSummary`. Same structure (fetch to openai, same MODEL, same error handling), but with this system prompt:

"""
Rewrite a chat session transcript as a first-person journal entry, written in the user's own voice. Use "I" statements. Preserve their actual words and phrasing where possible, don't over-literary or clean up their grammar. Keep it honest, not preachy or over-reflective.

Capture the ARC of the session — how the conversation started, what shifted, where it landed. If multiple topics came up, show how they connected (they usually do emotionally, even when they seem unrelated).

Pull 1-2 direct quotes from the transcript that capture the most raw/honest moments. Wrap them naturally into the prose.

Target 80-200 words depending on session length. A 5-minute session might only need 2 sentences. A 2-hour session might need a full paragraph.

Plain prose, no bullet points, no headers, no timestamps (the frontend renders the time range separately). Never mention an AI assistant, chatbot, Maya, Sage, or Luna — write as if this is the user's own journal.
"""

User message format:
NAME: {displayName}
DATE: {dateStr}
SESSION: {startTime} – {endTime}

CHAT TRANSCRIPT:
{transcript}

First-person summary:

Parameters: temperature 0.3, max_tokens 400. Apply stripEmDashes to the result.

## 4. Stale Session Cron (`backend/src/jobs/flush.ts`)

Add export `closeStaleSessionsCron(): Promise<void>`:
1. Find all ChatSessions where closedAt is null AND endedAt < (now - SESSION_GAP_MS)
2. For each, call closeSession(id) with try/catch (log errors, don't throw)
3. Log count of sessions processed

Keep the existing flushStaleBuffers as a fallback during migration. It will naturally stop finding unflushed messages once all new messages go through sessions.

In `src/index.ts`: Add a new cron schedule "*/15 * * * *" that calls closeStaleSessionsCron. Keep the existing hourly flushStaleBuffers cron for now.

## 5. Wire Into Chat Handler

In the file where USER messages are persisted to chat_messages (look for where unflushedCount is incremented and flushUserBuffer is called):
- After the message is saved to DB, call: assignMessageToSession(userId, message.id, message.createdAt)
- This should NOT block the chat response — the session assignment is fast (one read + one write) but closeSession (if triggered) is fire-and-forget
- Keep the existing unflushedCount + flushUserBuffer logic for now (parallel operation during migration)

## 6. API Endpoint (`backend/src/api/me-routes.ts`)

Add `handleMeJournalDaySessions(req, res, date)`:
- Route: GET /api/me/journal/:date/sessions
- JWT auth, fetch user timezone
- Query ChatSessions where userId matches, closedAt is not null, startedAt falls within the given date (in user's timezone)
- Order by startedAt asc
- Decrypt summary and moodReason per session
- Return: { sessions: [{ id, startedAt, endedAt, startTime (formatted "4:00 PM"), endTime, summary, mood, energy, themes, moodReason }] }

Update the route matcher (matchMeRoute) to handle /api/me/journal/:date/sessions.

Also update `handleMeJournal` (the list endpoint): for each JournalEntry in the response, include a `sessions` array by querying ChatSessions where journalEntryId matches. Decrypt summaries. Entries with no sessions return sessions: []. This way the frontend gets everything in one call.

## Important Notes
- All text that touches the DB must go through encryptForUser/decryptForUser (same as flush.ts)
- Use toLocalHHMM, toLocalDateString, toLocalDateUTC from lib/time.ts for timezone handling
- Use the same error handling patterns as flush.ts (log.error, fire-and-forget for non-critical ops)
- Use recordUsage for all LLM calls
- Use track() for analytics events (e.g. "session_closed", "session_summary_generated")

Frontend Prompt

Copy this entire block and give it to your frontend coding agent working on Krane-Apps/talkamore-frontend.

You are implementing the frontend for session-based journal summaries in Talkamore. The backend now returns journal entries with a `sessions` array — each session has a time range and its own summary.

## 1. Types Update

In the API types file (wherever JournalEntry and related types are defined), add:

interface ChatSessionSummary {
  id: string;
  startedAt: string;      // ISO string
  endedAt: string;        // ISO string
  startTime: string;      // formatted like "4:00 PM"
  endTime: string;        // formatted like "6:30 PM"
  summary: string | null;
  mood: Mood | null;
  energy: string | null;
  themes: string[];
  moodReason: string | null;
}

Update the JournalEntry type to include:
  sessions: ChatSessionSummary[];   // ordered by startedAt, may be empty for old entries

## 2. New Component: SessionBlob (`app/(main)/journal/SessionBlob.tsx`)

This renders ONE session blob inside a day's journal card. Layout:

[time range, right-aligned] | [vertical line] | [summary text]

- Left column (width ~72px): time range in italic serif, gold/stamp color, right-aligned
  - If startTime equals endTime, show just one time: "4:00 PM"
  - Otherwise show range: "4:00 PM – 6:30 PM" (use an en-dash, not hyphen)
  - Font: var(--cr-heading, serif), italic, 11px, weight 500, letter-spacing 0.08em, uppercase tracking
  - Color: use the same stampColor as DaySummaryCard (LP.GOLD_INK in light, rgba(212,190,120,0.7) in dark)

- Middle: a 1px vertical divider line
  - Color: rgba(158,125,47,0.28) in light, rgba(212,190,120,0.22) in dark
  - Stretches full height of the blob (alignSelf: stretch)

- Right column (flex-1): the summary text
  - Same styling as the existing summary <p> in DaySummaryCard: serif font, 16px, line-height matching RULE_HEIGHT (36px), bodyColor
  - If summary is null, show italic "summarizing..." at 0.5 opacity
  - Below the summary, optionally show mood/themes as mini pills (smaller than the day-level pills — 9px font, tighter padding). Only show if the session has mood or themes. This is optional for v1, skip if complex.

Props: { session: ChatSessionSummary, dark: boolean, bodyColor: string, stampColor: string, ruleHeight: number }

## 3. Update DaySummaryCard (`app/(main)/journal/DaySummaryCard.tsx`)

The DaySummaryCard currently renders a single summary paragraph. Change it to:

- If entry.sessions exists and has length > 0:
  - Render a vertical stack of SessionBlob components with gap-6 between them
  - Move the day-level mood/energy/themes pills to the header area (they stay as-is)
  - The individual session blobs handle their own mood/themes if present

- If entry.sessions is empty or undefined (old pre-migration entries):
  - Keep the existing rendering exactly as-is (daily summary paragraph, or "still being written" placeholder)
  - This ensures backwards compatibility — old entries still look fine

The day-level date stamp at the top stays the same. The edit-on-click behavior stays the same. The mobile show more/show less behavior should work per-session-blob if needed, but for v1 it's fine to apply it to the whole sessions container.

## 4. Update Data Fetching

Wherever the frontend fetches journal entries (look for /api/me/journal calls, probably in a hook like use-journal.ts or directly in the page), the response will now include `sessions` on each entry. No new API call needed — the existing /api/me/journal endpoint returns sessions inline.

Make sure the type expectation matches: entries from before the migration will have `sessions: []`, which the component handles via the fallback path.

## Visual Reference

The layout for a day with two sessions should look like:

┌──────────────────────────────────────────────────────┐
│  ● good    relationships    work                     │
│                              wednesday, may 13, 2026 │
│                                                      │
│    4:00 PM │ I was spiraling about the deadline      │
│    6:30 PM │ again. Started with "I can't do this"   │
│            │ but ended up realizing it's not the      │
│            │ work that's stressing me — it's the      │
│            │ feeling that nobody notices...           │
│            │                                         │
│    9:15 PM │ Called mom tonight. She asked about      │
│    9:45 PM │ the job and I dodged it. "I'm fine"     │
│            │ — classic. Might actually tell her       │
│            │ next time.                              │
│                                                      │
│                                   edit this page ✏️  │
└──────────────────────────────────────────────────────┘

The time range sits on the left side of the ruled page, before the margin line. The vertical divider replaces/sits at the margin line position. Summary text flows in the main content area to the right of the margin.

Match the existing paper aesthetic: cream paper texture, blue ruled lines, red margin line, serif fonts, gold/oxblood accents. The SessionBlob should feel native to the existing journal page design.

## Important
- Use the same color tokens and theme system as DaySummaryCard (LP palette, dark mode variants)
- The component must work in both light and dark mode
- Keep the click-to-edit-in-BlockNote behavior — clicking a session blob should open it in the editor
- Don't break the existing mobile responsiveness
- Don't add any new dependencies

Summary of What's in the Gist

Section What it is
Context What we're building and why
Backend Prompt Complete prompt for a coding agent to implement all backend changes (schema, session detection, summary generation, cron, API, wiring)
Frontend Prompt Complete prompt for a coding agent to implement all frontend changes (types, SessionBlob component, DaySummaryCard update, data fetching)
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