Features
Features in depth.
The capabilities that make Agency feel different to operate. Memory across long-running tasks, planning you can read before anything runs, native tool integration, agents that improve themselves, and full visibility into every action — all shipping today.
Agents That Remember
Your agent picks up exactly where it left off
Regular agents compact and forget mid-task. Agency agents save intermediate results as objects — so they never lose context, never re-fetch, and finish every time.
Any LLM Agent
Context
0%
Analyze our 200 pipeline deals. Score each by close likelihood, flag stale ones.
Pulling 200 deals from HubSpot…fetch_deals()
Got all 200. Starting batch 1 (deals 1–50)…score_deals(1-50)
Batch 1 done. 12 high-prob, 8 stale. Top: Acme Corp ($180K, 85%).
Scoring batch 2 (deals 51–100)…score_deals(51-100)
~140/200 · 12 min · Gaps in scoring
AgencyContext
0%
Analyze our 200 pipeline deals. Score each by close likelihood, flag stale ones.
Pulling 200 deals from HubSpot…fetch_deals()
Got all 200. Starting batch 1 (deals 1–50)…score_deals(1-50)
Batch 1 done. 12 high-prob, 8 stale. Top: Acme Corp ($180K, 85%).
Scoring batch 2 (deals 51–100)…score_deals(51-100)
Batch 2 done. 9 high-prob, 11 stale. Running: 21 hot, 19 stale.save_as: batch_2_scores
Batch 3 done. 3 enterprise re-engaging. Running: 32 hot, 28 stale.score_deals(101-150)save_as: batch_3_scores
Batch 4 done. All 200 scored.score_deals(151-200)save_as: batch_4_scores
Pipeline summary: 38 high-prob ($4.2M), 47 stale, 12 follow-up.compile_report()save_as: pipeline_report
Report stored. Top 5 deals and stale list ready for review.
Objectspipeline_dealsbatch_1_scoresbatch_2_scoresbatch_3_scoresbatch_4_scorespipeline_report
200/200 · 4 min · Complete, zero gaps
$ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ──
│ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ──
⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ──
├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ──
│ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ──
⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ──
$ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ──
│ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ──
Agents that never forget where they left off.
Get to work →No credit card required
Live Planning
Cards that think
Give a directive. Watch the agent plan, execute, and deliver — right on your board.
Sales Ops
To Do3
Update CRM pipeline stages
Sync12 deals
Weekly sales digest
ReportScheduled Fri
Enrich prospect database
Data80 leads
In Progress1
Research 15 inbound leads
LeadsSales Researcher
Draft follow-ups for 5 hot leads
LeadsSales Researcher
Done2
Research 15 inbound leads ✓
5 drafts ready
Score Q1 pipeline deals
Data200 scored
Export HubSpot contacts
SyncCSV ready
Created
Sales Researcher
Research 15 inbound leads, enrich with company data, draft personalized outreach
Pull 15 inbound leads from HubSpot
Enrich each lead — company size, funding, tech stack
Score leads by ICP fit (0–100)
Research top 5 — recent news, org chart, pain points
Draft personalized outreach for top 5
Flag 3 low-fit leads with disqualification reasons
Update HubSpot with scores and notes
Generate lead research summary report
Sales Researcher:Pulled 15 leads from HubSpot. Enriching now...
Sales Researcher:15 leads enriched. Top match: Dataflow Inc (Series B, 120 eng).
You:Skip any leads under 50 employees.
Sales Researcher:Got it — 3 removed, focusing on 12. Drafting outreach for top 5.
Sales Researcher:Done. 5 drafts ready, 3 disqualified, HubSpot updated.
$ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ──
│ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ──
⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ──
├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ──
│ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ──
⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ──
$ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ──
│ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ──
Your agents work. You steer.
See it in action →No credit card required
Tool Integration
Your tools, seamlessly connected
Agents pull from your CRM, update spreadsheets, draft emails, and sync everything — no tab-switching, no copy-paste.
Pipeline · 4 tools
📊
BigQuery
Query Q1 revenue
q1_data · 847 rows
q1_data
🔍
Analyzer
Find trends in q1_data
insights · 3 anomalies
insights
Google Sheets
Update forecast with insights
report · 12 cells
report
Gmail
Email report to team
Sent to 5 recipients
Storage
No objects yet
3 objects·0 copy-paste·Fully automatic
$ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ──
│ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ──
⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ──
├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ──
│ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ──
⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ──
$ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ──
│ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ──
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$ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ──
│ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ──
⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ──
├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ──
│ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ──
⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ──
$ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ──
│ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ──
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Gmail Triage AgentToday · 4 actions
09:14 AMConnected to Gmail API
09:14 AMFetched 247 unread emails
09:15 AMClassified: 189 archive, 42 keep, 16 needs review
09:15 AMConfidence < 80% on 3 emails → escalated to you
$ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ── $ agent.run() ── ⚡ skill.exec() ── │ ├── tool.chain() │ └── return data ── > _ ready ── ░▒▓ ██ ▓▒░ ──
│ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ── │ task.plan() ── ✓ step.complete ── ⟩ memory.store() ── ⚙ config.evolve ── ▓▒░ ░▒▓ ── > await result ──
⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ── ⟩ agent.learn() ── █ obj.persist ── ├── note.save() ── │ skill.improve ── ░░▒▒▓▓██ ── $ deploy --auto ──
├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ── ├── inbox.scan() ── ⚡ draft.send ── │ └── crm.update() ── > skill.chain ── ▒▓██▓▒ ── $ observe --all ──
│ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ── │ review.approve ── ✓ card.move() ── ⟩ report.build ── ⚙ prompt.rewrite ── ░▒▓ ▓▒░ ── > agent.idle ──
⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ── ⟩ knowledge.grow ── █ version.tag ── ├── test.validate ── │ loop.continue ── ██▓▒░░▒▓ ── $ agent.wake ──
$ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ── $ tool.register ── ⚡ auth.oauth() ── │ ├── data.fetch │ └── parse.json ── > _ complete ── ░▒▓██▓▒░ ──
│ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ── │ board.update() ── ✓ task.close ── ⟩ metric.track() ── ⚙ agent.reflect ── ▓▒░ ██ ░▒▓ ── > loop.end ──
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