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#agents parallèles

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AI Coding Agents & Skills Auto-verified translation

ADHD — a skill for agents (Parallel Divergent Ideation for Coding Agents)

Udit Akhouri releases **ADHD**, an open source (MIT) skill for "parallel divergent ideation" for coding agents: N **isolated** agent calls under deliberately distorted cognitive frames, then a separate critic that scores, clusters, **flags traps**, and deepens the survivors — an **architectural** fix (not a prompt) to LLM premature convergence.

#ADHD#Udit Akhouri#parallel divergent ideation

Udit Akhouri (@akhouriudit)

Economy & Market Auto-verified translation

GPT-5.6 Sol, Terra, Luna : comment OpenAI rebat les cartes du coding agentique et du pricing

SFEIR analysis (firm's voice) of the general availability, on July 9, 2026, of **GPT-5.6** by OpenAI — not a single model but a **family of three tiers**: **Sol** (long-horizon/cyber/science flagship, the only one to unlock the "max" and "ultra" modes), **Terra** (everyday balanced tier, ~half the price of GPT-5.5), and **Luna** (fast/economical, high volume). All three share ~**1.05M tokens** of context, **128k** output tokens, and a knowledge cutoff of **February 16, 2026**. The most structuring fact is not a score but an **aggressive pricing grid** (Sol $5/$30, Terra $2.50/$15, Luna $1/$6 per million tokens): Sol keeps the previous flagship's price while being more capable, forcing the comparison onto the **capability-to-cost ratio**. Two billing subtleties (cache writes billed at **1.25×**, a surcharge beyond **272k** tokens) make the grid misleading until one has measured how much context the agent re-reads (read/write ratio ~**153:1** in agentic coding). Engineer's verdict, claimed to be neutral (SFEIR is both a **Google Cloud Premier** partner *and* an **Anthropic** partner): **no one sweeps every table** — GPT-5.6 dominates Terminal-Bench 2.1 and the Coding Agent Index (at a third of the cost per task), Claude stays ahead on SWE-Bench Pro (~15 pts); METR flagged a record **reward hacking** rate on Sol. Conclusion: "stop looking for the champion, learn to route" — the model is a commodity, the durable advantage lies in **Context/Harness Engineering**.

#GPT-5.6#Sol#Terra

SFEIR (voix éditoriale du cabinet)