PHP2Shell: How the Vulnerabilities Were Found—and What Developers Should Check
PHP lists PHP-FPM, Apache with mod_php, php-cgi, FrankenPHP and LiteSpeed among the affected web-serving setups. It identifies mod_php as the highest-risk setup, with a demonstrated attack that runs before application code. PHP’s security advisory This is a runtime security issue. A vulnerable installation and a confirmed compromise are different findings; discovering an affected version does […]
Benchmarking t3code’s Streaming AI Completions: TTFT, Token Throughput, and Connection Stability Under Load
Time-to-first-token (TTFT) Sustained token throughput (tokens/sec per connection) SSE connection drop rate Memory overhead on the Next.js server Observed Metrics Concurrent Users Median TTFT (ms) p95 TTFT (ms) Avg Token Throughput Connection Drops Server Memory (MB) 10 142 189 47 tok/s 0% 385 30 168 251 44 tok/s 0.2% 512 50 203 412 41 tok/s […]
OpenAI’s COBOL Migration Score Jumped From 5.4% to 86.6%. The Tests Are Hidden
COBOL is Astra’s lowest-scoring language, at 72.1% (OpenAI). Luna is the cheap option: OpenAI estimates $0.77 per sample against $3.48 for GPT-5.6 Sol, with much lower scores than Astra. Price matters here because the two headline models sit far apart. GPT-6.1 Sol lists at $2 per million input tokens and $10 per million output. GPT-6 […]
Two tools built on our data, and what our docs left out
Products with no monthly price. billing_cycles lists only the terms a product is sold on. Seven products, all of them special offers, have no monthly key at all. PulseWatch showed a dash for them and recorded no price history, so their price moves were invisible. Two prices for one product. PulseWatch also compares the feed […]
Slow and Steady
Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady Submission 🦥 This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built TouchGrass AI is a purpose-built micro-expedition application designed around one strict rule: The screen should be the shortest part of the experience. Developers, students, and desk […]
GUML: Let the Model Write 24 Lines and the Compiler Write the Other 229
Read it once and you know the whole app: a typed resource with three mutations (two of them optimistic), a text draft, a three-way filter, a live count in the heading, a form, tabs, and a list with an empty state. Here it is compiled in the browser. This is the docs playground running the […]
Where to Put the Human After the Agent-Harm Week
This is not novel architecture. It is the same separation of concerns that authentication and authorization systems have used for decades: the application proposes, the policy engine disposes. What is new is applying it to agentic workflows where the “application” is an LLM that may have convincing reasons for why it should be allowed to […]
I Audited Ten Million Free Tokens. The Ledger Drifted First.
# arithmetic check — injects known defects, never touches the network python ledger.py –fixture 240 –drop-usage 0.03 –retry-rate 0.04 # the live probe, pointed at whatever your own console exposes TOKEN_BUDGET=10000000 MC_BASE_URL=”$BASE” MC_API_KEY=”$KEY” python ledger.py –probe all Note what I deliberately did not do: hardcode a model name. Read the identifier off your own console […]
Porting a Pine Script Strategy to MQL5 Without Losing the Edge
TradingView is a great place to test ideas. MetaTrader is where many traders actually run them. Moving a Pine Script strategy into an MQL5 Expert Advisor is less about rewriting indicators and more about matching assumptions that Pine hides by default. Match the bar rule first Ask one question before any indicator code: when does […]
Building Reusable React Components: Best Practices, Examples, and Patterns
Conclusion Building reusable React components starts with understanding what should be shared and what should remain specific to a particular feature. Components such as buttons, cards, and profile sections become easier to maintain when they have clear responsibilities and receive their data and behavior through props. Prefer composition over adding dozens of configuration props, use […]