
Ollama vs vLLM (June 2026): What 10 Published Reports Actually Show
Aggregating 10 reports from May-June 2026 on Ollama v0.24.0, vLLM v0.21.0, self-hosted costs from $5 to $32/month, and the ~6x throughput gap.
The most interesting startups right now want to get you off your phone
Ekka: Automated Diagnosis of Silent Errors in LLM Inference
Multi-SPIN: Multi-Access Speculative Inference for Cooperative Token Generation at the Edge
Synthetic Personalities: How Well Can LLMs Mimic Individual Respondents Using Socio-Economic Microdata?
Introducing Three New Serverless Inference Providers: Hyperbolic, Nebius AI Studio, and Novita 🔥
The Open Arabic LLM Leaderboard 2
Open-source DeepResearch – Freeing our search agents
Fixing Open LLM Leaderboard with Math-Verify

Claude Sonnet API ($3/1M tokens) vs self-hosted Llama 3.2 90B (~$20/mo). The math flips at 303 prompts/day — self-hosting saves $46–$600/mo above that threshold.

An aggregation of 8 May 2026 reports on the terminal coding CLI ecosystem: a toolkit benchmark of 80/100, a 10x model price spread, a 1/160th self-host cost claim.

Braintrust costs $249/mo vs LangSmith's $99/mo. Is the $150/mo premium justified? Break-even math for solo devs, small teams, and scaling AI products.

Across 9 engineering blogs and benchmarks from May 2026, the failure modes of Claude Code, Cursor, Copilot, and Codex now have names and fixes.

Cursor Pro is $20/mo flat; Claude Code via API runs $6.60–$660/mo by workload. We ran the math across 3 usage tiers to find the exact crossover point.

Skip the allowlist queue. Five production-ready defensive AI tools — open weights, hosted APIs, and self-hostable stacks — that protect real apps today, with cost and integration notes.

The GPT-5.5-Cyber capability profile beyond OpenAI's marketing: Simon Willison's evals, the Trusted Access Program scope, and what the Five Eyes briefings actually covered.

Mythos and GPT-Cyber are locked. Open-source alternatives (CodeLlama Guard, Llama Guard 3, Cisco AI defense) are not. We compared both stacks on 4 defensive tasks—the honest results.

Claude Sonnet costs $3.00/1M input tokens; Cursor Composer 2 costs $0.50/1M. Switching saves $275/mo at Heavy workload, recovering migration cost in ~1 month.

We compared what Anthropic Mythos and OpenAI GPT-5.5-Cyber actually do on offensive testing tasks. Capabilities, refusal patterns, evals, and where each model breaks down.

The LLM observability category has 4 distinct tool types in 2026. Confusing a reverse proxy with an SDK tracer costs trace coverage — not just $59/mo.

Zustand vs Redux Toolkit in 2026: bundle size, boilerplate, DevTools, async, TS inference, server state, and a clear decision matrix.

Compare Claude Code /advisor and claude-code-router. Real examples, when to use each, and a decision matrix for routing in May 2026.

Stop dumping server data in Zustand. The 4-quadrant model, TanStack Query for server state, Zustand for UI state, with Next.js 16 code.

Cursor Composer 2 (March 2026): $0.50/1M input tokens, code-only training, and a cache economy that cuts agentic loop costs by 10x — 5 changes for devs.

Five Claude Code /advisor recipes with real prompts, sample output, and lessons. Refactor, test gen, JSDoc, port to Hono, debug flaky tests.

Recoil is deprecated by Meta. Jotai is the active successor. API comparison, migration cheatsheet, RSC compatibility, and bundle numbers.