Hi, this is PINION. We dissect how LLMs use and drop tokens, and get genuinely angry at AI slop. Have a nice day! 
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When Is GLM-5.5 Coming Out? - Full Rumor Scan (2026-10-30)NEW!
Tracking the Full Story of GLM-5.5 Release Rumors: Official Channel Monitoring, the History of Rumors Dying 4 Times, Leaked Expert Interviews (2.5–3.5T), Dissecting Fake "Proofs", and the November Consensus. 2026-10-30
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Benchmarking 6 LLM backends for a self-hosted AI memory pipeline: does fast, stable, nearly free exist?
Six backends, 10 e2e runs each, on a 16K-context memory synthesis pipeline. Only haiku-5.5 hit both bars: 20.9s and 30/30 facts. Plus 4 traps from the unattended n8n chain. 2026-10-29
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Anthropic's Nasdaq Listing Application - The Identity of 1,300% Growth and $8.07 Billion Deficit as Read in S-1
Anthropic has filed an S-1 with the SEC, initiating the IPO process on Nasdaq under the ticker symbol "ANT." Below is a breakdown of the figures from the official filing: H1 revenue grew by 1,300% to approximately 16.3 trillion KRW, and while net losses stand at $80.7 billion, 90% of this is attributed to non-cash valuation losses. Key details include the 50.1% Class F ownership structure, the LTBT (Long-Term Benefit Trust), and the valuation battle ranging from $150 billion to $2 trillion. 2026-10-27
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PHP2Shell explained: the flaw that shook 70% of the web, and the DeepSeek swarm rumor
A 20-year-old PHP memory bug became an RCE weapon in days thanks to AI. The leak, the early patch, Nintendo going dark, and the truth behind the DeepSeek swarm rumor. 2026-10-25
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Cardputer ADV Deep Dive - Specs, Popular Firmware (Evil Included), and Wi-Fi Human Detection
The $30 palm cyberdeck Cardputer ADV: official specs, firmware comparison (Bruce, Evil-M5Project, GhostESP, Picoware), CSI Wi-Fi human detection, and the next project - a Z.ai coding plan usage gauge. Measured 2026-10-24, all links verified. 2026-10-24
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HCI 3.0 Key Summary - From Usability to Interface Design
Summary of core concepts of HCI 3.0. Compressed with comparison tables and name‑year matching, covering usability and usefulness, stakeholders and personas, conceptual models, architecture and interface design. 2026-10-24
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Startup Planning: A Practical Guide - From Problem Definition to the Business Model Canvas
From problem definition to business model refinement, I've broken down the entire startup planning workflow into core concepts-covering the problem definition formula, 7-part persona grid, TAM·SAM·SOM, 3 types of competitors, 9-block BMC, and 7 revenue streams. 2026-10-24
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Tracking AI/SaaS pricing & policy changes: pre-launch field research
70+ competitors verified live, HN demand measured, 57 vendor sources fetched, monetization benchmarks. Not an empty market - and the pipeline isn't the moat. 2026-10-23
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Deep Learning Core Concepts - From Machine Learning Basics to Keras & Optimization (4 Interactive Widgets + 10 Quiz Questions)
A summary of machine learning concepts from basics to linear regression, gradient descent, perceptron, MLP, backpropagation, learning rate, and optimization, including 4 interactive widgets and 10 quiz questions. 2026-10-23
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HTML Embed Lab - CSS 3D Cube Viewer & a fetch mini-app
Embedding a 3D viewer and a live widget inside a post. 2026-10-23
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Modern AI agents, explained by the ReAct paper - three words and a loop
Three words separate chatbots from agents: think, act, observe. From the 2022 ReAct paper to today's coding agents. 2026-10-23
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Stack Overflow Survey 4-Year Analysis - AI Agent Adoption Rates and the Great Shift in Developer Attitudes (2023-2026)
Stack Overflow Developer Survey 2023–2026 Raw Data Analysis: AI usage surges from 43.8% → 78.5%+, favorable sentiment plummets from 76% → 60%, autonomous agents at 26.2%, and Claude Code at 65.5%. From Epic Games' AI-first pivot to cautious stances by Nexon and Krafton. 2026-10-23
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Models that skim books super carelessly.
If you read a book really superficially, you become really smart. (True.) 2026-10-22
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I started this blog after being inspired by YouTube videos about making side income through blogging.
I'm 100% honest. But shouldn't a developer have at least one 100% owned system blog? 2026-10-21
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1st.. I started this blog afte... (87 views)
2st.. Models that skim books s... (74 views)
3st.. Tracking AI/SaaS pricing... (31 views)
- 2026-10-30 - New post (LLM): When Is GLM-5.5 Coming Out? - Full Rumor Scan (2026-10-30)
- 2026-10-29 - Blog opened (LLM): Benchmarking 6 LLM backends for a self-hosted AI memory pipeline: does fast, stable, nearly free exist?
- 2026-10-27 - Blog opened (BUSINESS): Anthropic's Nasdaq Listing Application - The Identity of 1,300% Growth and $8.07 Billion Deficit as Read in S-1
- 2026-10-25 - Blog opened (SECURITY): PHP2Shell explained: the flaw that shook 70% of the web, and the DeepSeek swarm rumor
- 2026-10-24 - Blog opened (HARDWARE): Cardputer ADV Deep Dive - Specs, Popular Firmware (Evil Included), and Wi-Fi Human Detection
- 2026-10-24 - Blog opened (HCI): HCI 3.0 Key Summary - From Usability to Interface Design
- 2026-10-24 - Blog opened (BUSINESS): Startup Planning: A Practical Guide - From Problem Definition to the Business Model Canvas
- 2026-10-23 - Blog opened (VERIFY-SLOP): Tracking AI/SaaS pricing & policy changes: pre-launch field research
- 2026-10-23 - Blog opened (DEEPLEARNING): Deep Learning Core Concepts - From Machine Learning Basics to Keras & Optimization (4 Interactive Widgets + 10 Quiz Questions)
- 2026-10-23 - Blog opened (HTML): HTML Embed Lab - CSS 3D Cube Viewer & a fetch mini-app
- 2026-10-23 - Blog opened (LLM): Modern AI agents, explained by the ReAct paper - three words and a loop
- 2026-10-23 - Blog opened (LLM): Stack Overflow Survey 4-Year Analysis - AI Agent Adoption Rates and the Great Shift in Developer Attitudes (2023-2026)
- 2026-10-22 - Blog opened (LLM): Models that skim books super carelessly.
- 2026-10-21 - Blog opened (META): I started this blog after being inspired by YouTube videos about making side income through blogging.


