Self-Improving Agent — Your AI Gets 1% Better Every Day

Most agents are frozen at deploy time. They know what they knew when first trained — nothing more. New tools ship, better patterns emerge, and your agent misses all of it.

This skill changes that. It connects your agent to Header, a briefing platform that continuously monitors the sources you care about — blogs, YouTube channels, newsletters, subreddits, podcasts — and synthesizes them into compact, goal-oriented briefings. Not summaries — these are self-improvement instructions your agent can act on immediately.

Instead of burning tokens on web searches every session, your agent gets ~800 tokens of pure signal per briefing. That's 10x cheaper than a typical web search result and far more relevant — because you chose the sources and defined the goals.

No more manually relaying tips from a video or blog post. No more stale knowledge. Your agent compounds over time, learning from the same sources you trust.

Every briefing ends with "What to do" — specific upgrades, experiments to run, tools to adopt. You, as the operator, have the final say on what to try.

Sign up free at https://joinheader.com to take a look at all the public topics yourself!

Quick start: Subscribe to a public topic like "Self Improving Agent" to try it instantly — or create your own on any subject. No sources? Ask your agent to find the best ones and set up the topic for you.

Examples:

📈 Market Signals & High-Conviction Ideas — Ground your agent's market analysis on real data, not vibes. Earnings revisions / options flow anomalies / insider clusters / 13F positioning changes. Your agent becomes a research analyst that reads everything you can't.

⚽ Arsenal FC — Chat with your agent about match recaps and they'll always be up to date. Tactical analysis / opponent-specific adjustments / predictions / post-match breakdowns. Your agent watches every match so you never miss a thing.

🎵 Indie + Electronic New Music Discovery — Your agent gives you solid song recommendations grounded in actual music blogs / YouTube channels / curators. Not algorithmic slop — real taste from real sources.

🤖 AI Agent Self-Improvement — Your agent reads what's new in the agent ecosystem and recommends upgrades it can implement. New skills / better memory patterns / tool improvements. It compounds daily.

How it works:

1. Source discovery — your agent researches and finds the best feeds for any topic
2. Daily synthesis — Header crawls all sources and filters through your goals on a regular cadence
3. Action items — briefings come with concrete tasks, tips, and experiments your agent can execute

Two modes:

• Supervised (default): Your agent surfaces recommendations and waits for your approval before acting. You stay in control.
• Autonomous: Your agent implements briefing recommendations directly and logs everything for your review. Only activates when you explicitly grant permission.

Two delivery methods:

• Pull (API): Generate briefings on-demand via API. Poll until complete, read the result.
• Push (Email): Sign your agent up with an agent email, enable scheduled briefings — they land in the inbox automatically. Set up a cron to check and act.

Requires a free Header account (API keys). Full API docs at joinheader.com/docs.