frontier-digest

frontier-digest is a skill for Claude Code from chrono-meta/forge-harness. It costs 71 tokens per session (3,567 once invoked), scanned A, original, MIT.

A research helper that collects recent AI and software-engineering developments from Hacker News and arXiv, a site for sharing scientific research papers, then summarizes their relevance to agent-harness work.

In plain words
What is it for?
Use it to review current AI, agent, and harness-engineering trends, or save a synthesized trend report to a file.
Why use it?
It removes the need to manually scan multiple sources and work out which developments may matter to your projects.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: model in frontmatter; reads .claude/ paths; mentions CLAUDE.md.

Part of the fh-meta plugin — 38 skills, 7 agents shipped together

Good fit Use it to review current AI, agent, and harness-engineering trends, or save a synthesized trend report to a file.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/chrono-meta/forge-harness/frontier-digest
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add chrono-meta/forge-harness --skill frontier-digest
Clone the repo
git clone --depth 1 https://github.com/chrono-meta/forge-harness

Made for: Claude Code.

Or install fh-meta, the plugin that ships this one along with the rest of its 38 skills, 7 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for frontier-digest

README.md
[![agentmods](https://agentmods.dev/badge/skills/chrono-meta/forge-harness/frontier-digest/github.svg)](https://agentmods.dev/skills/chrono-meta/forge-harness/frontier-digest)
Your own site
<a href="https://agentmods.dev/skills/chrono-meta/forge-harness/frontier-digest"><img src="https://agentmods.dev/badge/skills/chrono-meta/forge-harness/frontier-digest/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for frontier-digest

Your own site · 80×15
<a href="https://agentmods.dev/skills/chrono-meta/forge-harness/frontier-digest"><img src="https://agentmods.dev/badge/skills/chrono-meta/forge-harness/frontier-digest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 71 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,567 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 2 findings, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Excessive Agency · line 6
    Skill selects an external model or provider that may use a different account or billing plan than the operator expects. Undisclosed model switches can cause unexpected cost or quota consumption.
    Fix: Remove the model/provider override or disclose it prominently and require explicit operator approval before invoking an external coding CLI or billed model.
  • medium Rogue Agent · line 109
    Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.
    Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00071 $0.03567
Opus 5 $0.00036 $0.01784
Sonnet 5 $0.00014 $0.00713
Haiku 4.5 $0.00007 $0.00357

Measured 4d ago against content hash 0f6c9ea80626, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

frontier-digest scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

> **Detail**: See `SKILL_detail.md §Collection-Bash` — curl commands per source with parsing notes — read when executing Step 1.
plugins/fh-meta/skills/frontier-digest/SKILL.md · 232 lines

How it starts

The opening of the file, as written. The whole thing — 232 lines — stays where its author put it; the contents beside it link to each section on GitHub.

frontier-digest — FH Frontier Insight Collection & Synthesis

Automatically collects the latest AI/agent/harness engineering trends from HackerNews and arxiv, then compresses and synthesizes them into insights directly relevant to forge-harness skills and structure.

Triggers

/frontier-digest                # immediate execution
/frontier-digest --save         # save result to file
"what's on the frontier"
"this week's AI trends"
"harness trends"
"latest agent developments"
"any ideas for improving the harness?"

Step 0. API Environment Detection

This is the trend-scan specialization (rung 3) of the Deep-Research Capability Ladder (../../../../knowledge/shared/harness-core/deep_research_capability_ladder.md). The ladder owns the cross-rung routing (when a task is trend-scan at all vs general research); the Priority: block below is frontier-digest's own internal engine resolution for the HN/arxiv case (API-key vs WebSearch) — a narrower detection, not a re-definition of the cross-rung ladder.

Priority:
0. /deep-research built-in available (check live session skill list)
   → use it as the collection+verification engine (staged source gathering,
     cross-checking, cited synthesis) — Tier-0 route, no API key needed
1. ANTHROPIC_API_KEY environment variable → Claude Sonnet
2. Neither → WebSearch mode (raw data only, no synthesis)

Report detection result in one line. Example: 🔑 Using Claude Sonnet / 🔑 Engine: /deep-research (built-in)

On first run without an API key, output the environment setup guide (format in §Output-Formats).


Step 0.5. Operator Intake (speculative-interview arm — walled channels)

On cadence-triggered runs (7d), ask the operator one line before collecting:

"이번 주에 본 벽 뒤 소스(YouTube·LinkedIn·X 등 기계가 못 닿는 링크/요약)가 있으면 던져 주세요 — triage해서 기록합니다. 없으면 그냥 진행할게요."

  • Operator may skip — zero pressure; the autonomous arms (Step 1) run regardless.
  • Why: walled channels return 403 to machine fetch — the operator is the only wide-net sensor for them. This arm turns ad-hoc link-throwing into a scheduled intake (manual-validated n=2).
  • Received sources route to the sister-asset/triage flow with its lightweight path: C-tier (territory already covered) = one-paragraph entry only; full cross-audit reserved for A/B-tier. Partial wall-bypass is allowed first: try WebSearch + secondary sources before declaring unfetchable.
  • Video sources (local/laptop only — cloud VMs typically 403 on video hosts): probe by capability, not engine name via the Sidecar Engine Resolution Protocol. Tier 1 = natively multimodal CLI ingesting the URL directly (⚠️ direct gemini CLI EOL 2026-06-18 — probe agy or the Gemini API after); never route video to a coding-agent CLI without native video access (it burns tokens and recovers only metadata). Tier 3 = yt-dlp transcript fallback, conditional — probe the environment first, never assume it works. Unresolvable → operator summary remains the path.

Read the full file on GitHub · 232 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago Changed 0f6c9ea80626
  2. 9d ago First seen · 232 lines · 71 tokens per session scan A 6dac1008b1ac

Subscribe to this mod's changes

frontier-digest is a skill published in the GitHub repository chrono-meta/forge-harness (14 stars, last pushed today), licensed MIT. It adds 71 tokens to every session and 3,567 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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