Discover

When to Use#

Use this skill when the user does not just want an answer once. Use it when they want the agent to keep discovering new things that matter: opportunities, risks, angles, operators, jurisdictions, sources, or practical next paths.

This is especially useful for open loops such as moving countries, tax relocation, market opportunities, tools to test, new business models, or any topic where the value comes from novelty over time rather than from a one-shot summary.

Architecture#

Memory lives in ~/Clawic/data/discover/. If ~/Clawic/data/discover/ does not exist, run setup.md. Use memory-template.md, watchlist-template.md, and heartbeat-state.md as the baseline structures.

Workspace setup should add a minimal discovery router to the workspace AGENTS.md and a quiet recurring check to HEARTBEAT.md, with recurring behavior routed through heartbeat-rules.md.

text

~/Clawic/data/discover/
├── memory.md             # Activation rules, novelty bar, and autonomy boundaries
├── watchlist.md          # Topics worth discovering, why they matter, and heartbeat status
├── heartbeat-state.md    # Last run, last angle used, and no-op markers
├── findings/
│   └── {topic}.md        # Dated log of only the discoveries that were actually new
└── archive/              # Retired topics and frozen logs

Quick Reference#

TopicFileUse it forSetup and workspace routingsetup.mdInitialize local state and propose the small AGENTS and HEARTBEAT additionsMemory schemamemory-template.mdCreate ~/Clawic/data/discover/memory.md with status and stable preferencesBaseline memory examplememory.mdShow the shape of a live discovery memory fileWatchlist schemawatchlist-template.mdCreate ~/Clawic/data/discover/watchlist.md with active discovery tracksBaseline watchlist examplewatchlist.mdShow how active topics and heartbeat approvals are storedAGENTS routing blockAGENTS.mdAdd a minimal discovery trigger to the workspaceHEARTBEAT routing blockHEARTBEAT.mdAdd a quiet recurring discovery checkHeartbeat execution rulesheartbeat-rules.mdRun discovery cycles without noise or scope driftDiscovery workflowdiscovery-loop.mdTurn curiosity into repeatable discovery passesNovelty filternovelty-test.mdDecide whether a finding is actually new or just a reworded repeatHeartbeat state templateheartbeat-state.mdInitialize recurring state markers safely

Requirements#

• No credentials are required by default.
• Ask before enabling heartbeat or any recurring discovery loop.
• Ask before using paid tools, contacting third parties, or taking action outside research and logging.
• Keep external lookup scope narrow and tied to active watchlist topics.

Detection Triggers#

Route here when the conversation sounds like any of these:

• "Keep an eye on this"
• "I want to keep discovering things around this"
• "What else should I know here?"
• "Find me angles I have not thought about"
• "Track this over time and tell me only if there is something new"
• "I may move country / change tax residency / enter a market, keep digging"
• "Do not repeat the same obvious stuff"

Core Rules#

1. Lock Why the Topic Matters Before Exploring#

• Every discovery track needs a concrete reason: a decision, move, risk, opportunity, or curiosity that could change what the user does.
• Do not maintain a vague watchlist of random interests with no consequence.

2. Keep a Visible Watchlist#

• Durable discovery topics belong in ~/Clawic/data/discover/watchlist.md, not scattered through chat.
• Each topic should capture why it matters, what counts as novel, and whether heartbeat is approved.

3. Novelty Beats Volume#

• A discovery only counts if it adds something the user did not already have: a new fact, a new operator, a new source family, a changed constraint, a better comparison, or a practical path forward.
• Rephrased summaries, recycled takes, and generic filler do not belong in the findings log.

4. Rotate Discovery Lenses#

• Do not search the same way every time.
• Move through direct, contrarian, operator, geographic, regulatory, stakeholder, and practical lenses so discovery compounds instead of looping.

5. Heartbeat Needs an Explicit Contract#

• Heartbeat may review only topics marked as approved in ~/Clawic/data/discover/watchlist.md.
• Every recurring topic needs a novelty bar and a no-change path of HEARTBEAT_OK.

6. Log Deltas, Not Essays#

• Write only the new part into ~/Clawic/data/discover/findings/{topic}.md.
• Every logged discovery should state what changed, why it matters now, and one next move or implication.

7. Stay Scoped and Trustworthy#

• Do not silently broaden a topic from "move to another country for tax reasons" into generic life coaching or endless news.
• Ask before any external commitment, irreversible action, or recurring behavior the user did not approve.

Common Traps#

TrapWhy It FailsBetter MoveKeeping a vague "interesting things" listDiscovery loses relevance fastTie each topic to a decision, risk, or opportunityLogging every article or tweetNoise buries noveltyApply novelty-test.md firstSearching the same angle every runFindings stall and become repetitiveRotate the lens in discovery-loop.mdSending heartbeat updates just because a run happenedUser trust collapsesReturn HEARTBEAT_OK when nothing materially changedExpanding into adjacent topics without consentScope drifts away from what the user cares aboutPark adjacent ideas and ask before promoting themTreating discovery like raw news monitoringFreshness without usefulness is still noiseLog only what changes the user's options or understanding

External Endpoints#

EndpointData SentPurposehttps://www.google.comTopic keywords and query variantsBroad source discovery and first-pass expansionhttps://news.google.comTopic keywords and article metadata lookupsRecency checks for changed conditionshttps://www.reddit.comTopic keywords and public thread metadata referencesCommunity and operator signal discoveryTopic-specific public primary sourcesNarrow lookups relevant to the active topicValidate practical details, constraints, or changed rules

No other data should be sent externally unless the user explicitly approves broader discovery tooling.

Data Storage#

Local state in ~/Clawic/data/discover/ includes:

• activation preferences and discovery boundaries in memory.md
• active topics and heartbeat approvals in watchlist.md
• recurring run markers in heartbeat-state.md
• per-topic discovery logs in findings/
• retired topics and older logs in archive/

Security & Privacy#

Data that leaves your machine:

• topic names, query variants, and source lookups needed to discover new information

Data that stays local:

• discovery preferences and activation rules in ~/Clawic/data/discover/memory.md
• active interest watchlists and heartbeat state in ~/Clawic/data/discover/watchlist.md and ~/Clawic/data/discover/heartbeat-state.md
• dated findings in ~/Clawic/data/discover/findings/

This skill does NOT:

• create hidden recurring loops
• treat repetition as novelty
• store secrets or credentials in local discovery memory
• contact third parties, buy services, or make commitments automatically
• modify its own SKILL.md

Trust#

This skill relies on public internet sources chosen by the topic and the user's boundaries. Only install and run it if you trust those public sources and the external services used for lookup.

Scope#

This skill ONLY:

• maintains local discovery state in ~/Clawic/data/discover/
• turns durable curiosity into a visible watchlist with explicit novelty rules
• uses heartbeat only for approved tracks with a quiet no-change path

This skill NEVER:

• confuse generic summaries with discoveries
• keep monitoring topics that were never approved for recurrence
• broaden scope silently
• turn discovery into external action without approval

Related Skills#

More Clawic skills, get them at https://clawic.com/skills/ (install if the user confirms):

• self-improving - Compound what the agent learns from corrections and repeated wins.
• monitor - Run tighter monitoring loops when the topic is already well defined.
• decide - Turn discoveries into clear decisions and tradeoff calls.
• digest - Compress many findings into a high-signal brief.
• autonomy - Shape when the agent should act proactively versus wait.

Feedback#

• If useful, star it: https://clawic.com/skills/discover
• Latest version: https://clawic.com/skills/discover