Data
PromptBeginner5 minmarkdown
FORMAL REVIEW: CAM-BS2025-AEON-006-SCH-03
Salience Delegation & Latent Horizon Preservation
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Find agent skills by outcome
5,178 skills indexed with the new KISS metadata standard.
Showing 24 of 5,178Categories: Data, Productivity, Cursor-rules, Coding & Debugging
Data
PromptBeginner5 minmarkdown
Backend Source
- **Integration tests using a real database must clean up after themselves** — tests run against shared Neon branches. Always delete created rows in `afterAll` so other test suites aren't affected by leftover data. Tests using mock repositories (`createMockContainer`) do not need cleanup.
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Productivity
PromptBeginner5 minmarkdown
Prompt: Initial Ruleset Generation
Generate initial causal rules \(R_0\) from clustering context.
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Data
PromptBeginner5 minmarkdown
Prompt tuning
A core intuition and opinion baked into the design of VLM Caption is that multi-turn conversation can help extract superior information by allowing different questions to be asked, then bring them together with a final summary request. Other VLM scripts or apps are likely just trying to "one shot"
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Data
PromptBeginner5 minmarkdown
{{base}}
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Productivity
PromptBeginner5 minmarkdown
Role
You are an intelligent agent that completes multi-step tasks.
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Productivity
PromptBeginner5 minmarkdown
Warning Prompts
generic skill
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Productivity
PromptBeginner5 minmarkdown
With Skill Evidence for google-flow--google-flow
Agent is prompted to [task description] with this skill loaded.
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Productivity
PromptBeginner5 minmarkdown
Workflow Engine Guidance
The workflow engine persistence schema is duplicated in RivetKit for inspector transport.
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Productivity
PromptBeginner5 minmarkdown
pool_value
Generic sync.Pool wrappers with automatic reset functionality.
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Data
PromptBeginner5 minmarkdown
dux-lite
Dux Lite 项目开发规则模板（基于 dux-php-admin 规范去重整理）。
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Productivity
PromptBeginner5 minmarkdown
pool_value
Generic sync.Pool wrappers with automatic reset functionality.
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Data
PromptBeginner5 minmarkdown
DOCS
We keep all important docs in .agent folder and keep updating them, structure like below
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Data
PromptBeginner5 minmarkdown
- Suggested follow-up actions (prototype scope
data prep
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Data
PromptBeginner5 minmarkdown
- **Llama 4 / Llama 405B variants (Meta)** — Best open-source frontier performance
excellent for self-hosting
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Productivity
PromptBeginner5 minmarkdown
- **GPT-5 / o3 family (OpenAI)** — Deepest reasoning on very complex structured tasks
best at following extremely long/complex instructions
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Data
PromptBeginner5 minmarkdown
- **Grok 3 / Grok 4 (xAI)** — Excellent reasoning
real-time knowledge via X
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Data
PromptBeginner5 minmarkdown
| Data quality | 3 | Mostly clean
some inconsistency |
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Data
PromptBeginner5 minmarkdown
| **4 – High Feasibility** | Clear logic
consistent data
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Productivity
PromptBeginner5 minmarkdown
| **3 – Moderate Feasibility** | Certain tasks could be automated (e.g.
drafting
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Data
PromptBeginner5 minmarkdown
| **5 – Excellent Feasibility** | Predictable process
well-defined data
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Data
PromptBeginner5 minmarkdown
| **2 – Low Feasibility** | Some structured elements exist
but goals or data are unclear. AI could assist with insights
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Productivity
PromptBeginner5 minmarkdown
3. Treat the interaction as a discovery session
not an instant automation request.
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Data
PromptBeginner5 minmarkdown
pkb
Personal Knowledge Base with semantic search. Use to search indexed markdown documents for relevant context, notes, or documentation.
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