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AI & agents

Composers, chat transcripts, tool calls, artifacts, plans, live sessions, approvals, permissions, connections, prompts, and cost meters.

Search composer3×

Source: src/app/composition/_blocks/search-composer.tsx

Search

quarterly-chart.png · 42 KB
totals.csv · 24 KB
region-notes.pdf · 18 KB
Knowledge source list3×

Source: src/app/composition/_blocks/knowledge-source-list.tsx

Knowledge sources

What the assistant can cite from this workspace.

4 sources

Quarterly reports

reports/ · 4 files · 12,480 chunks · 2h ago

Indexed

Workspace notes

notes/ · 23 files · 8,214 chunks · yesterday

Indexed

API reference

api-reference.json · 3,902 chunks · 62%

x
Indexing

Archived exports

exports/archive.csv · 1,204 chunks · 3d ago

Failed

25,800 chunks · last sync 18 min ago

Streaming message2×

Source: src/app/composition/_blocks/streaming-message.tsx

Assistant
Assistant Model 4.5 now

The workspace shows 1,359 records for Q3, up from 1,195. Group Alpha alone accounts for 71% of the gain; Group Gamma is the only negative group. The delta is computed against the previous period, not the plan.

Total value grew 12.4% quarter over quarter. Group Alpha drove most of the change

Streaming response
Suggested prompts2×

Source: src/app/composition/_blocks/suggested-prompts.tsx

Assistant

Assistant is ready

Connected to this workspace.

Ask anything about records, reports, and changes. Start with one of these:

Prompt composer2×

Source: src/app/composition/_blocks/prompt-composer.tsx

2 of 4 files
  • quarterly-totals.csv24 KB
  • region-north-notes.md8 KB

47 characters

Tool-call trace3×

Source: src/app/composition/_blocks/tool-call-trace.tsx

Run trace

4 steps · 2.2s · 12.8k tokens · $0.42

Run 24-0912
  1. Step 1: Search knowledge base

    Search knowledge base

    Done

    0.6s elapsed · 3.1k tokens

    • "tool": "search_knowledge"
  2. Step 2: Read workspace records

    Read workspace records

    Done

    0.9s elapsed · 5.2k tokens

  3. Step 3: Draft proposed change

    Draft proposed change

    Done

    0.7s elapsed · 4.1k tokens

  4. Step 4: Request approval

    Request approval

    Awaiting approval

    — elapsed · 0.4k tokens

Approval gate2×

Source: src/app/composition/_blocks/approval-gate.tsx

Approval required

Blocks 2 other agent tasks

Pending

Delete 14 records

The maintenance agent found 14 stale records with no downstream references.

Records affected
14
Scope
Group Alpha
Recovery
Irreversible
Expires
in 4h
Maintenance agent

Requested by Scheduled maintenance · Run 24-0912

Answer with citations3×

Source: src/app/composition/_blocks/answer-with-citations.tsx

Assistant answer

Cited from workspace sources.

4 sources

The workspace totals 1,359 records, up 12.4% from the previous period. Three groups drove the change:

  • Group Alpha added 214 records and grew 18.2%, the largest contribution
  • Region North held steady at +4.8% on 412 records
  • Group Gamma declined 2.3%, its second consecutive period down

The full per-record breakdown ships with the Q3 export, including the four records that fell below the review threshold.

Sources

Proposed change diff3×

Source: src/app/composition/_blocks/proposed-change-diff.tsx

Proposed change

The agent updated the quarterly segment. Review each hunk.

config/segments.json+6 −2
@@ -13,8 +13,14 @@
"id": "quarterly-totals",
"name": "Quarterly totals",
Removed line. "window": "90d",
Added line. "window": "120d",
Added line. "include": [
Added line. "Group Alpha",
Added line. "Group Beta"
Added line. ],
"metrics": ["value", "count"],
"grouping": "region",
@@ -44,5 +47,5 @@
"filters": {
Removed line. "updatedWithin": "14d",
Added line. "updatedWithin": "30d",
"minValue": 500
}

Applied hunks update the segment used by 6 saved views and 2 reports.

Run queue table4×

Source: src/app/composition/_blocks/run-queue-table.tsx

Run queue

Agent runs in this workspace over the last 24 hours.

2 need attention

  • Quarterly consolidation

    $0.41
    Done24-0918 · Model 4.54 min ago · 02:14 · 10.5k tokens

  • Segment refresh

    $0.18
    Done24-0917 · Model 4 Mini9 min ago · 01:02 · 6.8k tokens

  • Outlier review

    —
    Running24-0916 · Model 4.5now · 00:38 · 3.1k tokens

  • Bulk update · 214 records

    $0.34
    Awaiting approval24-0915 · Model 4.512 min ago · 01:47 · 8.9k tokens

  • Archive cleanup

    $0.09
    Failed24-0914 · Embedding 326 min ago · 00:51 · 2.4k tokens

  • Weekly digest

    $0.04
    Interrupted24-0913 · Model 4 Mini1 hr ago · 00:19 · 1.2k tokens

Showing 6 of 8 runs

Token & cost meter2×

Source: src/app/composition/_blocks/token-cost-meter.tsx

Usage & spend

This billing period.

$84.20 of $120.00

20.1M tokens · resets in 6 days

Monthly budget
x
Model 4.5$51.40 · 61% · 4.2M
Model 4 Mini$22.80 · 27% · 6.8M
Embedding 3$10.00 · 12% · 9.1M

Near budget forecast

At the current pace, spend reaches $118.00 — 98% of budget — by month end.

AI usage2×

Source: src/app/composition/_blocks/usage-overview.tsx

AI usage

Token consumption and estimated cost.

Hourly

Today

2.6B tokens

30d cost

$1,459.97

Latest tokens

83.7M

Last 30 days

83.7M tokens

Top model: Model 4.5 · estimated from workspace logs; totals update hourly.

Chat with tool calls4×

Source: src/app/composition/_blocks/chat-with-tool-calls.tsx

Thread · Q3 comparison

2 turns · 3 tool calls · Model 4.5

2 of 3 tools done
User
Compare Group Alpha against Region North for Q3 and draft a summary.
Assistant
Assistant Model 4.5 now

The user wants a comparison, so I need totals for both groups and their deltas. The records live in the workspace; I will read them directly rather than trust a cached summary.

I'll pull the Q3 records for both groups and compare them.

    • "tool": "draft_summary"
    • "output":

Total value grew 12.4% quarter over quarter. Group Alpha drove most of the change:

  • Group Alpha added 214 records at +18.2%
  • Region North held steady at +4.8% on 412 records
  • Group Gamma declined 2.3% — its second consecutive quarter down

The full per-record breakdown ships with the Q3 export.

Message with artifact3×

Source: src/app/composition/_blocks/message-with-artifact.tsx

User
Build a Q3 summary card I can share with the team.
Assistant
Assistant Model 4.5 2m ago

Here's the Q3 summary as a shareable card — rendered from the same artifact spec the chat can regenerate.

q3-summaryv2

Total

1,359+12.4%

Group Alpha

214+18.2%

Region North

412+4.8%

Group Gamma

-48-2.3%

Records by group

Agent plan / todo3×

Source: src/app/composition/_blocks/agent-plan-todo.tsx

Plan · 5 tasks

Agent-authored · 2 of 5 complete

Working
x

  1. 1,355 of 1,359 records accepted

  2. Skipped 4 records with null values

  3. Comparing against the Q3 plan file

Plan updated 12s ago

Agent configuration2×

Source: src/app/composition/_blocks/agent-configuration.tsx

Agent configuration

Instructions, model, tools, and limits for one agent.

Draft

What the agent is for, and the rules it must not break.

Reasoning depth trades speed and cost.

Enabled tools
Tools

2 of 4 enabled

Disabled tools never appear in the agent's tool list.

Hard stop per run.

When it runs unattended.

Saved drafts keep their tool permissions.

Tool permission matrix3×

Source: src/app/composition/_blocks/tool-permission-matrix.tsx

Tool permissions

What each tool may do without asking first.

2 allow · 2 ask · 2 deny

Ask pauses the run for a human decision; deny blocks the call before it starts.

  • Search knowledgeQuery ingested sources
  • Read recordsOpen workspace tables
  • Write recordsCreate and update records
  • Send emailDraft and deliver messages
  • Propose changesSuggest edits for review
  • Delete recordsRemove records permanently

Applies to all agents using this workspace.

Connections & MCP servers2×

Source: src/app/composition/_blocks/mcp-connections.tsx

Connections

2 of 4 servers healthy.

  • Workspace files3 scopes · 42msConnected
  • Web search2 scopes · 180msConnected
  • CalendarReconnect to refresh access
  • Code repositoryHandshake failed · 12m ago

Scopes are granted per server.

Prompt library3×

Source: src/app/composition/_blocks/prompt-library.tsx

Prompt library

Reusable prompts with tags and version history.

4 of 4

  • Quarterly summaryPinned

    Summarize a period's totals with group deltas and plan comparison.

    SummarizeReportv4 · used 48×

  • Compare groups

    Side-by-side comparison of two groups with signed changes.

    Analyzev2 · used 31×

  • Draft review notes

    Write review comments for a proposed change, per hunk.

    ReviewWritev1 · used 17×

  • Audit permissions

    Check role-by-capability access and flag risky grants.

    Auditv3 · used 9×

Prompts keep their own version history.

Eval side-by-side4×

Source: src/app/composition/_blocks/eval-comparison.tsx

Side-by-side · case 12

“Summarize Q3 for Group Alpha and Region North.”

Run 24-0912 · 3 of 24 cases rated

Model 4.5

Correct

1.9s · 3.4k tokens · $0.04

Total value grew 12.4% quarter over quarter. Group Alpha drove the change, adding 214 records at +18.2%; Region North held at +4.8%. Group Gamma declined 2.3%.

Model 4 Mini

Partial

0.7s · 1.1k tokens · $0.01

Total value grew 12.4% this quarter. Group Alpha added 214 records. Two groups were flat or down; details are in the export.

Case 12 of 24 · ground truth attached.

Next case