Autonomous goal execution β give a goal, get a plan, confirm, execute, report. You steer, Claude drives.
Give me a goal. I'll plan it, confirm with you, execute it, and report back. You steer β I drive.
Detect from context or ask: "Just do it, plan first, or plan + phase approvals?"
| Mode | What you get | Best for |
|---|---|---|
quick | 1-line plan β you confirm β execute | Simple tasks, clear goals |
standard | Full plan β you confirm β execute β report (default) | Most tasks |
deep | Full plan β risk review β confirm each phase β execute β report | High-stakes or multi-system tasks |
Default: standard β use quick for simple, clear goals. Use deep when mistakes would be expensive to undo.
GOAL β PLAN β CONFIRM β EXECUTE β REPORT
When given a goal, break it down:
Output a structured plan:
## π― Goal: [restated goal]
### Definition of Done
[What success looks like]
### Plan
| # | Step | Tool/Skill | Est. Time | Cost | Risk |
|---|------|-----------|-----------|------|------|
| 1 | ... | ... | ... | ... | ... |
### Total Estimate
- **Time:** X minutes
- **API Cost:** ~$X.XX
- **Human Checkpoints:** [list]
### Guardrails Triggered
- [ ] External communication (needs approval)
- [ ] Financial spend > $1
- [ ] Irreversible action
Present the plan and wait for approval:
Never skip confirmation. This is the human's steering wheel.
Run each step sequentially:
When all steps complete:
## β
Goal Complete: [goal]
### What Was Done
- Step 1: [result]
- Step 2: [result]
- ...
### Outputs
- [List of files, links, artifacts created]
### What Was Learned
- [Insights discovered during execution]
### Recommended Next Steps
- [What to do with the results]
- [Follow-up opportunities]
### Stats
- Total time: Xm
- API calls: X
- Est. cost: $X.XX
When planning, draw from this toolkit:
| Tool | Use For |
|---|---|
web_search | Quick web lookups |
web_fetch | Read full web pages |
qmd search | Search Obsidian vault knowledge base |
content-research-writer skill | Deep research + writing |
research-coordinator skill | Multi-source research |
| Tool | Use For |
|---|---|
content-atomizer skill | Turn 1 piece β 13+ posts |
direct-response-copy skill | Sales copy |
seo-content skill | SEO articles |
newsletter skill | Newsletter editions |
email-sequences skill | Email flows |
nano-banana skill | Image generation (Gemini) |
| Tool | Use For |
|---|---|
positioning-angles skill | Find hooks that sell |
keyword-research skill | SEO keyword strategy |
business-prospecting skill | Lead research |
landing-page-design skill | Landing pages |
page-cro skill | Conversion optimization |
| Tool | Use For |
|---|---|
bird CLI | Twitter/X (read, post, reply) |
| Gmail | Email (read, send) |
| Notion | Pages and databases |
| Telegram | Messaging |
| Tool | Use For |
|---|---|
exec | Shell commands |
codex | Code generation (GPT) |
claude | Code generation (Claude) |
| File tools | Read, write, edit files |
Goal: "Research our top 3 competitors in the AI assistant space and build a comparison page"
Plan:
1. Identify top 3 competitors (web search) β 5min
2. Research each: pricing, features, reviews β 15min
3. Build comparison matrix β 10min
4. Write comparison page copy β 15min
5. Create visual comparison table β 5min
Total: ~50min, ~$0.50 API cost
Goal: "Take my latest blog post and turn it into a week of social content"
Plan:
1. Read and analyze the blog post β 2min
2. Extract key themes and quotes β 5min
3. Generate 5 Twitter threads β 15min
4. Generate 5 LinkedIn posts β 15min
5. Create 3 image prompts + generate visuals β 10min
6. Build content calendar β 5min
Total: ~52min, ~$1.00 API cost
Goal: "Find 20 potential clients in the SaaS space who might need our marketing services"
Plan:
1. Define ideal client profile β 5min
2. Search for SaaS companies (web) β 15min
3. Research each company's marketing gaps β 20min
4. Score and rank prospects β 10min
5. Build outreach-ready prospect list β 10min
6. Draft personalized intro messages [NEEDS APPROVAL] β 15min
Total: ~75min, ~$0.75 API cost
Goal: "Create 3 SEO-optimized blog posts for our target keywords"
Plan:
1. Review target keyword list β 2min
2. Research top-ranking content for each keyword β 15min
3. Create outlines using SEO skill β 10min
4. Write article 1 β 15min
5. Write article 2 β 15min
6. Write article 3 β 15min
7. Add internal links and meta descriptions β 10min
Total: ~82min, ~$2.00 API cost
Goal: "Prepare everything needed to launch our new product next Tuesday"
Plan:
1. Audit what exists (landing page, emails, social) β 10min
2. Identify gaps β 5min
3. Write launch email sequence (3 emails) β 20min
4. Create social media posts (Twitter, LinkedIn) β 15min
5. Generate launch graphics β 10min
6. Build launch day timeline β 5min
7. Draft press/outreach messages [NEEDS APPROVAL] β 15min
Total: ~80min, ~$2.50 API cost
Goal: "Review this week's metrics, summarize wins/losses, and plan next week's priorities"
Plan:
1. Pull metrics from available sources β 10min
2. Summarize key wins β 5min
3. Identify what didn't work β 5min
4. Review upcoming calendar β 5min
5. Propose next week's top 3 priorities β 10min
6. Create actionable task list β 5min
Total: ~40min, ~$0.25 API cost
Just tell the agent your goal in natural language:
"Take the wheel: Research the top 5 AI newsletter tools, compare them, and recommend the best one for a solopreneur"
"Take the wheel: Build a complete email welcome sequence for new subscribers β 5 emails over 2 weeks"
"Take the wheel: Audit our Twitter presence and create a 30-day content strategy"
The agent will plan, confirm, execute, and report. You stay in control at every checkpoint.