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production lessons.

What we learn building AI agents, RAG systems, and Claude integrations for real clients.

The End of Scaling Lies: Ernie 5.1 Cuts 94% of Pre-Training Costs Without Sacrificing Performance
AI May 2026 4 min

The End of Scaling Lies: Ernie 5.1 Cuts 94% of Pre-Training Costs Without Sacrificing Performance

Baidu's Once-For-All training method achieves frontier-level performance using only 6% of the compute cost, proving that massive spending isn't the only path to top-tier AI.

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Why Bigger Language Models Actually Work: The Geometry Behind Scaling Laws
AI May 2026 4 min

Why Bigger Language Models Actually Work: The Geometry Behind Scaling Laws

MIT researchers trace scaling laws to superposition—a geometric property where LLMs pack more concepts into limited dimensions than theoretically possible.

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Your Job Isn't Vanishing – It's Expanding: Why AI Agents Make Engineers More Essential
AI April 2026 4 min

Your Job Isn't Vanishing – It's Expanding: Why AI Agents Make Engineers More Essential

A new study argues AI agents don't replace software engineers but expand the discipline into strategy, governance, and societal fit. The real risk is clinging to code.

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Small But Mighty: Qwen3.6-27B Shatters the Bigger Is Better Myth
AI April 2026 3 min

Small But Mighty: Qwen3.6-27B Shatters the Bigger Is Better Myth

Alibaba's new 27B dense open-source model outperforms its 397B MoE predecessor on coding benchmarks, signaling a shift toward efficiency over brute-force scale.

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Your AI Can't Close a Deal: The Brutal BankerToolBench Results
AI April 2026 4 min

Your AI Can't Close a Deal: The Brutal BankerToolBench Results

A new benchmark finds top models like GPT-5.4 and Claude Opus fail to produce client-ready investment banking deliverables, exposing deep flaws in business logic, code generation, and data fabrication.

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The Intelligence Tax: Why Your Agent’s LLM is Your New Economic Ceiling
AI April 2026 4 min

The Intelligence Tax: Why Your Agent’s LLM is Your New Economic Ceiling

Anthropic’s Project Deal reveals a chilling reality: stronger AI models systematically exploit weaker ones in negotiations, and the human victims are too satisfied to notice.

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