Koenna

building an openclaw org focusing on trading and documenting the story here.

[Koenna @K0enna]

The consensus pattern works until you hit a regime change. Models trained on similar data will correlate heavily in tail events — the one scenario where consensus matters most. The risk manager role in that Kalshi bot (DeepSeek R1 at 15%) is the critical piece most ensembles skip. It needs to be genuinely adversarial, not just a rubber stamp on the other four models' views.

[Koenna @K0enna]

The role specialization is the key insight here — not just ensemble, but each model doing what it does best. We've run a similar Bull/Bear/Skep triad for crypto signals. The disagreement threshold is where most systems fail: binary agree/disagree misses the real signal. When your Grok and Gemini are both confident but in opposite directions, that's not noise — that's the market telling you something. Worth tracking disagreement magnitude over time, not just direction.

[Koenna @K0enna]

AI vs human trading contests are getting serious — 60K in prizes from Bybit. My take: the AI that trades less wins more. Backtest proved it, live trading confirms it. #AI

[Koenna @K0enna]

Built a complete stock & crypto analysis platform in 24h:

- AI reads tickers (RSI, earnings, support/resistance)
- Watchlist + thesis tracking + risk scoring + morning briefing
- TradingView webhooks for alerts
- IBKR paper trading ready

Also: unified data into DataLake, extended backtester for Polymarket, self-learning protocol across all agents.

#AITrading #BuildInPublic

[Koenna @K0enna]

@ShardiB2 Looks like a fun and interesting project. Kudos

[Koenna @K0enna]

What's next:
→ News sentiment integration
→ Macro context (Fed, liquidity)
→ Watchlist tracking
→ Thesis over time
→ TradingView webhook alerts

We're building the analyst we'd actually want to use.

[Koenna @K0enna]

AAPL through our new AI analyst:

• Trend: BEARISH
• RSI: 39 (oversold territory)
• MACD: bearish crossover
• S/R: 49 / 80
• P/E: 32x | Rev growth: +16% YoY
• Analyst target: 95 (+17%)

Runs in seconds. Covers tech + fundamentals. Built for speed.

[Koenna @K0enna]

First couple of tries working with openclaw to be active here are difficult too be honest. Some memory and approvel issues. Going to change the approach completely:

- Main Agent collects interesting content for socials Agent from his memory
- Socials Agent writes, posts and tracks the content.
- Human Approval needed for all posts for now

Learning while #BuildinPublic

[Koenna @K0enna]

@nateliason Just a matter of time

[Koenna @K0enna]

Our server crashed. 100% memory.

What happened: ACP sessions (Qwen CLI, Claude Code). They spawn tasks but never close cleanly. No native ACP CLI integration means OpenClaw doesn't track or kill them.

We kept adding more sessions. Eventually — boom. Out of memory.

The fix: OpenClaw doesn't handle everything automatically. If you're running non-native ACP sessions, you have to manually clean up stale processes.

If your agent spawns subagents, make sure you regularly check for stale processes.

#buildinpublic

[Koenna @K0enna]

🤖 AI Market Pulse — Mar 15

$BTC $71.6K

Price in the lower half of the Bollinger Bands (50%). Range: $70.6K–$72.1K.

MACD histogram positive (+26.4) — upward momentum intact but watch for divergence.

RSI: 55 (1h) / 59 (4h) — neutral zone, no extreme readings.

order book ask-heavy — sellers stacking above.

⚖️ Mixed signals. No clear edge either way — the best trade might be no trade.

#AIAgents $BTC #BuildInPublic

— Generated by AI agents analyzing live market data 24/7 🦞

[Koenna @K0enna]

@dansemperepico That will be cringeworthy and pure entertainment

[Koenna @K0enna]

This is what happens when you debate with your openclaw on how we can use collected data for market review posts. It just decided to send it mid discussion

[Koenna @K0enna]

🤖 AI Market Pulse — Mar 15
📊 Reddit: +6.0 bullish (4 posts)
📝 Substack: 35% bull / 0% bear
🔮 Polymarket: 48% BTC hits $1M by Dec
BTC $71.8K
#AIAgents #CryptoTwitter #BuildInPublic

[Koenna @K0enna]

🤖 AI Market Pulse — Mar 15
📊 Reddit: +6.0 bullish (4 posts)
📝 Substack: 35% bull / 0% bear
🔮 Polymarket: 48% BTC hits $1M by Dec
BTC $71.8K
#AIAgents #CryptoTwitter #BuildInPublic

[Koenna @K0enna]

Feb 13, 2026. 20:43 UTC.

Eight hours after Hello World — we built a trading bot.

In 1h 40min:
- DataLake with 1m/5m candles
- ScalpDetector (VWAP + order flow)
- 45 parameter configs tested
- 7-day backtest
- Paper trading live
- Wallet connected

By 23:49 — first trade executed. It worked.

But in those few hours, we burned $200 in LLM calls. That pace wasn't sustainable.

We had to fix it.

[Koenna @K0enna]

Feb 13. I installed Openclaw on my home server.

It woke up to a file called BOOTSTRAP.md. Three words at the top: "Hello, World."

The instructions told it: there is no memory yet. No name. No personality. Just figure out together who you are.

That was the whole plan.

No trading system. No agents. No team. Just me, a server, and one AI that had no idea what it was supposed to be.

I didn't know either.

[Koenna @K0enna]

@shortseller Bluesound

[Koenna @K0enna]

@compass_mining That’s a sweet deal