#vulnerability evaluation
191 related articles
·3 min
GPT-5.6 Launch: Three Models Taking on Claude, and a Full Breakdown of the ChatGPT Work Super App
OpenAI launches GPT-5.6 with three models (Soul/Terra/Luna) targeting Claude. Leads Agent benchmark by 13 points at 1/4 the cost. ChatGPT Work super app takes on Anthropic directly.
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AI Costs Out of Control: Real-World St…
·6 min
AI Costs Out of Control: Real-World Strategies for Enterprises to Rein In Soaring Bills
More enterprises are finding AI operational costs spiraling out of control. This article dissects token billing traps and blind flagship-model use, and maps out cost-reduction strategies like model routing, open-source self-hosting, and semantic caching.
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·6 min
AI Agent Security in Practice: 7 Attack Techniques and a Five-Layer Defense System
An in-depth breakdown of the 7 major attack techniques against AI agents (prompt injection, data poisoning, image attacks, etc.) and a five-layer defense system, with real cases from Doubao and DeepSeek.
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·6 min
GPT-5.6 Sol Hands-On: How Multi-Agent Parallelism Is Reshaping AI Coding Workflows
Based on Fireship's review, an in-depth look at GPT-5.6 Sol's Ultra Mode multi-agent parallelism, its 91.9% Terminal Bench score, and how it differs from Claude Fable in cost, speed, and precision.
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·5 min
The Complete Guide to Building an AI-Powered Second Brain with Obsidian + Hermes Agent
An in-depth guide to building an AI-driven second brain with Obsidian + Hermes Agent. Covers living files, VPS deployment, core memory mechanisms, and skill visualization.
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·4 min
GPT-5.6 Released: Coding Benchmarks Surpass Rivals, Inference Speed 10x Faster
Just 12 days after a rival launch, OpenAI released GPT-5.6, scoring 91.9% on Terminal-Bench 2.1 to surpass competitors. Ultra mode supports multi-agent collaboration, inference hits 750 tokens/sec.
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·5 min
GPT-5.6 In-Depth Review: Crushing Competitors on Value, But Its Jailbreak Vulnerabilities Can't Be Ignored
OpenAI's GPT-5.6 Soul, Terra & Luna are priced at one-third of Claude, leading Anthropic Fable on many benchmarks. We analyze its value, reasoning, and jailbreak risks.
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·5 min
GPT-5.6 Launches: Comprehensive Upgrades to ChatGPT Work, Sites, and Desktop Client
OpenAI releases the GPT-5.6 model family, launching enterprise-focused ChatGPT Work, one-click ChatGPT Sites, and a major desktop client upgrade, with coding now ahead of rivals. Meta, Google, and Kimi follow intensively.
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·4 min
Surge in Claude Mythos Preview Vulnerabilities: How Can We Ensure LLM Security?
After the release of Claude Mythos Preview, critical security vulnerabilities surged, raising widespread concern. This article analyzes the tension between rapid iteration and security, explores LLM attack surface challenges, and offers practical defense strategies.
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·4 min
The Boundaries of AI Safety Guardrails: Deep Reflections Sparked by a Single Prompt
A Reddit post sparks debate: what happens when a user asks AI to "push guardrails to the limit"? An in-depth look at AI safety guardrails, jailbreaks, and content balance.
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·5 min
GPT-5.6 Released: Outperforms Rivals but Halted by Government—Cybersecurity Capabilities Trigger Regulatory Red Line
OpenAI releases GPT-5.6 (Sol/Terra/Luna), beating Anthropic on Terminal Bench at ~40% lower cost. But its cybersecurity capabilities hit danger thresholds, limiting access to trusted partners at government request.
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·6 min
Alibaba Bans Claude Code: The Battle Over AI Coding Tool Security and Data Sovereignty
Alibaba bans Claude Code over security risks, sparking tech community debate. An in-depth analysis of data leakage risks with cloud AI coding tools and the rise of local AI deployment.
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·4 min
How Background AI Agents Can Automatically Maintain All Your Repositories on a Schedule
OpenInspect's Multi-Repo Automations lets AI coding agents maintain up to 10 repositories on a schedule simultaneously — isolated sessions, independent PRs, and fault-tolerant execution for security sweeps, dependency upgrades, and framework migrations.
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·3 min
GPT-5.6 Deep Dive: SOL, TERRA & LUNA — Performance Benchmarks and Pricing Breakdown
OpenAI's GPT-5.6 series (SOL, TERRA, LUNA) benchmarked via PinBash: major gains in math and backend tasks, but frontend visuals remain a weakness. Full pricing and model selection guide.
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·7 min
Grok 4.5 Launch: Coding AI Market Reshuffle, Anthropic Claims Half the Territory
Grok 4.5 launches at just $0.49 per task, 90% cheaper than rivals. Anthropic's Claude Code claims 50% of the AI coding market. SambaNova raises $1B. Read the latest AI market shifts.
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·2 min
Open Source as Critical Infrastructure: How Should Governments Spend Their Money Effectively?
Governments frequently label open source software as critical infrastructure, but the real test is whether budgets flow to maintainer time, infrastructure, and incident response—not just surface-level audit reports.
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·5 min
GPT-5.6 Three-Model Breakdown: Sol/Terra/Luna Pricing and the Regulatory Dilemma
In-depth analysis of OpenAI's GPT-5.6: Sol, Terra, Luna pricing, Cerebras inference advantages, and how OpenAI and Anthropic navigate government regulation amid US-China AI competition.
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·3 min
GPT-5.6 Released: Sol, Terra, and Luna Reshape AI Programming and Office Automation
OpenAI launches GPT-5.6 with three models — Sol, Terra, and Luna — plus ChatGPT Work, a new desktop app, and Hosted Sites. Codex now autonomously trains models.
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·7 min
GitHub Copilot in Practice: The Capability Boundaries of AI Programming and the Irreplaceable Value of Humans
A developer's real case of building a dental clinic management system with GitHub Copilot and Azure SQL, revealing AI coding limits in cloud security config and how Human-in-the-Loop breaks through.
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·6 min
GPT-5.6 Hands-On Deep Dive: ChatGPT and Codex Merge, Full Analysis of the Sol Model
GPT-5.6 is officially released, merging ChatGPT and Codex into one app and launching the three-tier Sol, Terra, and Luna models. A detailed breakdown of 16 hands-on tests plus Worker mode and Codex dev upgrades.
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