Chalk Labs
Need help deploying honey-loop?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/sudo-tiz-honey-loop
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/honey-loop
What's inside
- Skill name
honey-loop- Description
- Cost discipline for recurring /loop runs. A loop multiplies per-iteration cost by iteration count, so waste compounds. Encodes cache-aware pacing (avoid the 300s dead zone), event-driven-over-polling, a no-change short-circuit, a compact state handle carried between ticks, and a stop condition. Use when a /loop is running or being set up — especially long-lived or frequently-firing ones.
- License
- MIT
- Instructions
- 52 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# Honey Loop
A loop is the one place token waste *compounds*: `cost = per_tick × ticks`. The
honey levers still apply inside each tick (less code, less prose), but a loop adds
two leaks the single-shot levers don't cover — **re-paying for context** every
wake-up, and **re-doing work** that didn't change. Cut those.
## The five levers
1. **Pace to the cache, skip the dead zone.** The prompt cache TTL is 5 min.
- `< 270s` → context stays warm; right for actively polling external state.
- `≥ 1200s` → one cache miss amortized over a long idle wait; the default for
idle ticks (use **1200–1800s**).
- **`~300s` is the worst choice** — pays the cache miss without amortizing it.
Never round to "5 minutes." Drop to 270s or commit to 1200s+.
2. **Event-driven over polling.** Harness-tracked work (background `Bash`, `Agent`,
`Workflow`) re-invokes you automatically on completion. Don't schedule a short
tick to poll it — that re-reads full context for nothing. Set a long fallback
heartbeat (`1200s+`) and let the completion notification drive you. Poll only
external state the harness can't see (CI, a deploy, a remote queue), at a
cadence matched to how fast that state actually changes.
3. **No-change short-circuit.** Re-generating output is the bulk of per-tick cost.
Check cheaply first (a hash, a timestamp, a `git rev-parse`, a status field). If
nothing changed: emit **one line** and reschedule. Don't redo the task, don't
re-read the world, don't write a report.
4. **Carry a compact state handle, don't re-derive.** Keep what the loop has done
so far in a small file (`.honey-loop/state.json` or a `<<honey:HASH>>` stash via
`eso stash`), and read *that* each tick — not the full history re-discovered from
scratch. Lever 3b: the cheapest input token is the one that never re-enters context.
5. **Define done; then stop.** An unbounded loop is unbounded cost. State the exit
condition up front (target reached, N empty ticks, deadline). When met, end the
loop — omit the wake-up reschedule. "Loop forever" is a bug, not a feature.
## Per-tick output: ultra by default
A loop tick is an agent-to-self / agent-to-log message, not a deliverable. Default
to **ultra**: status line only, near-zero prose. One line is enough —
`tick 4/∞ · no change · next 1800s`. Step up to a full report **only** on the tick
where something actually needs the user (state changed, a decision, an error).
## Don't cut
- The **stop/exit check** — dropping it is how a loop runs all night.
- **Error surfacing** — a tick that hit an error reports it; silent failure in a
loop hides for hours.
- The **cheap pre-check** in lever 3 — skipping it to "just redo it" defeats the point.From sudo-tiz/opencode, MIT.
More from sudo-tiz/opencode
- 0.565score
honey-compress
sudo-tiz
Rewrite a memory or context file (CLAUDE.md, AGENTS.md, a todo or notes file) into Honey-terse form so it costs fewer input tokens every session, without…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-hive
sudo-tiz
Decide when to delegate to Honey's read-only subagents (hive-scout, hive-reviewer) instead of working inline, so the expensive tokens — large file reads and…
SkillAFreshness: AClaude Code +9 - 0.565score
honey
sudo-tiz
Write less code and say less about it.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-ccr
sudo-tiz
Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters context.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-chat
sudo-tiz
Honey for plain Claude — the terse-prose core with no agent-harness features.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-debt
sudo-tiz
Harvest every `honey:` comment in the codebase into a debt ledger, so the deliberate shortcuts Lever 1 leaves behind get tracked instead of rotting into…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-design
sudo-tiz
Same pixels, fewer tokens — for user-facing deliverables where visual polish is the spec.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-eco
sudo-tiz
Report this session's output tokens and CO₂ by running the repo's committed EcoLogits port, plus the modelled CO₂/$ saved vs a no-Honey baseline — always…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-gain
sudo-tiz
Show Honey's benchmark scoreboard — the committed quality and token results per task tier (code, user-facing, agent-to-agent) from bench/.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-memory
sudo-tiz
Create and maintain one committed per-project memory file (PROJECT.md) so agents stop re-discovering the same facts every cold session.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-px
sudo-tiz
Read huge, dense, read-only text as rendered PNG pages instead of raw text — image tokens scale with pixels, not characters, so token-dense bulk (big files…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-review
sudo-tiz
Review a diff for what Honey would cut — over-engineering (speculative generality, hand-rolled stdlib, single-caller abstractions) and over-verbosity (dead…
SkillAFreshness: AClaude Code +9
Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Sep 26, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/sudo-tiz/opencode
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from sudo-tiz
- 0.565score
honey-hive
sudo-tiz
Decide when to delegate to Honey's read-only subagents (hive-scout, hive-reviewer) instead of working inline, so the expensive tokens — large file reads and…
SkillAFreshness: AClaude Code +9 - 0.565score
honey
sudo-tiz
Write less code and say less about it.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-ccr
sudo-tiz
Compress-Cache-Retrieve for huge, repetitive array tool output (logs, scan results, time series, event streams) before it enters context.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-chat
sudo-tiz
Honey for plain Claude — the terse-prose core with no agent-harness features.
SkillAFreshness: AClaude Code +9 - 0.565score
honey-debt
sudo-tiz
Harvest every `honey:` comment in the codebase into a debt ledger, so the deliberate shortcuts Lever 1 leaves behind get tracked instead of rotting into…
SkillAFreshness: AClaude Code +9 - 0.565score
honey-compress
sudo-tiz
Rewrite a memory or context file (CLAUDE.md, AGENTS.md, a todo or notes file) into Honey-terse form so it costs fewer input tokens every session, without…
SkillAFreshness: AClaude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get honey-loop running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
honey-loop skill. Agent Mart. https://agentmart.dev/skills/sudo-tiz-honey-loop (last updated 2026-10-24)