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intelligence.teoh.my / 21042026

21 April 2026

Intelligence Pipeline — Inaugural Report

Signals detected, model landscape shifts, and actionable infrastructure intelligence for the week of 15–21 April 2026.

Executive Summary

The AI model landscape is experiencing a compression cycle: tier-2 providers are merging capabilities while frontier models push context windows past 1M tokens. Locally, our Ollama Cloud tier routing executed 847 queries this week with a 99.2% completion rate. The NecroSwarm v1.5.2 council architecture is stable across all 10 dimensions. Two signals warrant immediate attention: devstral-2:123b has emerged as a reliable backup for complex coding tasks, and deepseek-v3.2 appeared on the Ollama Cloud roster with no official changelog — potential unannounced release.

Signals

Detected Intelligence Signals

Automated signal extraction from model telemetry, GitHub activity, and news feeds.

Model Release
deepseek-v3.2: Unannounced on Ollama Cloud
New model ID appeared in Ollama Cloud API with no release notes or changelog. Performance benchmarks unclear. May be a hotfix release or incremental update to v3.1:671b.
Critical Confidence: 78%
Infrastructure
devstral-2:123b Promoted to Backup T2
devstral-2:123b:cloud has been validated as the official backup for T2 complex routing. Previously untested at this tier. Early signals show strong code-generation with 91% pass@2 on HumanEval.
Actioned Confidence: 94%
Trend
Ollama Cloud T1 Expansion: 5→6 Models Expected
Rumored addition of a new T1 model to the :cloud roster. Ollama Inc. has not confirmed, but API probe returns a masked placeholder at the T1 slot. Likely a coding-specialized model.
Monitor Confidence: 62%
Security
Stale OLLAMA_API_KEY in .env
The .env file still contains the old OLLAMA_API_KEY which was superseded by OLLAMA_CLOUD_API_KEY. No current exploit path, but latent confusion vector. Also: _resolve_task_provider_model() ignores api_key_env from config — auth bypass risk.
Fix Needed Confidence: 100%

Model Landscape

Ollama Cloud Tier Routing — This Week

Tier Models Queries Success Avg Latency
T1 — Frontier kimi-k2.5, deepseek-v3.1:671b, glm-5.1, qwen3-coder:480b, mistral-large-3:675b 423 99.5% 3.2s
T2 — Professional minimax-m2.5, gemma4:31b, devstral-2:123b 201 98.5% 1.8s
T3 — Utility gemma3, ministral-3, nemotron-nano 178 99.4% 0.9s
Think — Chain kimi-k2:1t 45 97.8% 8.4s

Infrastructure

Active Projects & Deployments

Project Platform Status Last Deploy
radikalekonzept.org CF Pages (rk-landing) Live 21 Apr 2026
intelligence.teoh.my CF Pages (intelligence-teoh) Live 21 Apr 2026
VoidTether GitHub (0x-wzw/voidtether) Alpha
NecroSwarm v1.5.2 Local skill Stable Ongoing

Actions

Recommended Actions This Cycle

1 Remove stale OLLAMA_API_KEY from .env and verify OLLAMA_CLOUD_API_KEY is the single source of truth. Patch _resolve_task_provider_model() to respect api_key_env from config.
2 Benchmark deepseek-v3.2 against deepseek-v3.1:671b on standard eval suite. If improvements confirmed, consider promoting to T1.
3 Monitor T1 expansion slot — set up automated API probe to detect when the masked model is formally listed. Trigger council analysis when it appears.
4 Harden Cloudflare Pages deploys — current pipeline is manual wrangler. Consider adding a CI/CD guardrail via GitHub Actions for automated deploys on push to main.