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IT Services Circle
IT Services Circle
Sep 27, 2026 · Artificial Intelligence

Building an AI Surveillance Video Analyzer with Codex to Solve a Burglary

The author describes building a surveillance video analysis system using Codex and GPT-luna-5.6 to process 20+ hours of footage, extracting frames, filtering static frames, creating 16-frame grids, and using natural language prompts to identify suspicious activity, with resume capability.

CodexGPT-luna-5.6frame extraction
0 likes · 10 min read
Building an AI Surveillance Video Analyzer with Codex to Solve a Burglary
IT Services Circle
IT Services Circle
Sep 26, 2026 · Artificial Intelligence

Jev: The Non-Generative AI Model That's 200x Faster for Decisions

Jev is a non-generative 'System One' AI model from TypeSafe that outputs structured decisions with calibrated probabilities in 70-500ms, 20-200x faster and 40-400x cheaper than LLMs, enabling high-frequency classification, routing, and agent supervision in Java ecosystems via community SDKs.

Agent ArchitectureJava SDKJev
0 likes · 24 min read
Jev: The Non-Generative AI Model That's 200x Faster for Decisions
IT Services Circle
IT Services Circle
Sep 25, 2026 · Artificial Intelligence

Jev AI Model: 10 Real-World Demos Show Ultra-Fast Decision Making at Fraction of Cost

The article surveys ten community-built demos of the Jev model — a specialized decision-making LLM from a former OpenAI researcher — showing it driving 50 parallel Subway Surfers games, beating Super Mario Bros, piloting a rocket in MuJoCo, analyzing 724 ads in 40 seconds, and filtering AI tool-call histories, all at sub-cent costs and ~0.7 s per decision.

Jevbrowser automationdecision-making LLM
0 likes · 13 min read
Jev AI Model: 10 Real-World Demos Show Ultra-Fast Decision Making at Fraction of Cost
IT Services Circle
IT Services Circle
Sep 25, 2026 · Databases

Why MySQL Needs Four Isolation Levels Despite MVCC's Lock-Free Reads

This article explains how MySQL's MVCC uses version chains and ReadViews to enable lock-free snapshot reads, why isolation levels control ReadView creation timing (per-statement vs per-transaction), and why READ UNCOMMITTED and SERIALIZABLE bypass MVCC entirely, while writes still require row locks.

Concurrency ControlInnoDBMVCC
0 likes · 8 min read
Why MySQL Needs Four Isolation Levels Despite MVCC's Lock-Free Reads
IT Services Circle
IT Services Circle
Sep 24, 2026 · Industry Insights

Why Caps Lock Steals the Best Key Spot: 150 Years of Accidental Design

The article traces Caps Lock from its 1878 mechanical typewriter origins as a physical latch to reduce typist fatigue, through Bell Labs' 1972 electronic Caps Lock, to IBM's 1986 Model M keyboard that moved Control to the corner and placed Caps Lock in the prime home-row position for visual symmetry, causing decades of ergonomic issues and widespread remapping.

Bell LabsCaps LockControl key
0 likes · 8 min read
Why Caps Lock Steals the Best Key Spot: 150 Years of Accidental Design
IT Services Circle
IT Services Circle
Sep 23, 2026 · Fundamentals

C++26 Static Reflection: From ^^ to Splicing Explained

This article introduces C++26's new static reflection mechanism, explaining the two-phase model using the ^^ operator to obtain compile-time reflection info as std::meta::info and the [:...:] splicing syntax to reinject it into code, with practical examples for types and variables.

C++26compile-time reflectionlanguage features
0 likes · 6 min read
C++26 Static Reflection: From ^^ to Splicing Explained
IT Services Circle
IT Services Circle
Sep 23, 2026 · Artificial Intelligence

Claude Opus 5.5 Launches: 40% Cheaper, Beats GPT-6 Astra on Coding Benchmarks

Anthropic unexpectedly released Claude Opus 5.5, the first 5.5-series model, matching Fable 5.1 performance at 40% lower cost and 30% faster output, while outperforming GPT-6 Astra on Terminal-Bench (66.4% vs 57.9%), FrontierCode, CursorBench, and knowledge-work benchmarks, though high-effort token consumption remains significant.

AI codingAI safetyAnthropic
0 likes · 11 min read
Claude Opus 5.5 Launches: 40% Cheaper, Beats GPT-6 Astra on Coding Benchmarks