AI & ML

ByteDance Launches Seedream 5.0 Pro, an Image Model That Outputs Editable Layers

ByteDance has launched Seedream 5.0 Pro, a professional image-generation and editing model that breaks a single render into more than ten editable layers, renders on-image text in over ten languages, and adds prompt reasoning and retrieval before it draws.

21 Jul 2026 · 5 min read

AI & ML

Mira Murati's Thinking Machines Releases Inkling, Its First Open-Weight Model

Mira Murati's Thinking Machines has released Inkling, its first model: an open-weight, multimodal Mixture-of-Experts system with 975 billion parameters that the lab pitches as a base for customisation rather than the strongest model on the leaderboard.

21 Jul 2026 · 5 min read

Finance

EPF vs CPF: How Malaysia's and Singapore's Retirement Systems Compare (2026)

Side-by-side 2026 comparison of Malaysia's EPF and Singapore's CPF: contribution rates, ceilings, dividends vs floors, withdrawals and cross-border rules.

21 Jul 2026 · 14 min read

Cybersecurity

How to Build a Password System That Actually Holds (2026)

NIST's 2025 rewrite raised the password floor to 15 characters and killed forced rotation. Rebuild your logins with a passphrase, manager, passkeys and 2FA.

21 Jul 2026 · 14 min read

AI & ML

Self-Host Langflow with Docker: The Visual Agent Builder, Locked Down (2026)

We ran Langflow 1.10.2 in a single Docker container, hit its fail-closed auth gate, fixed it with explicit superuser credentials, and tore it all down.

21 Jul 2026 · 16 min read

AI & ML

Midjourney vs Stable Diffusion vs Flux vs Ideogram vs Leonardo AI: AI Image Generation (2026)

The license fine print separates these five image generators more than image quality does. Pricing, weights and output-ownership clauses, verified July 2026.

21 Jul 2026 · 16 min read

Developer Tools

Self-Host Firecrawl with Docker: Scrape the Web into LLM-Ready Markdown (2026)

We cloned Firecrawl v2.11.0, built its seven-service Docker stack, and scraped our own homepage into clean markdown — no API key, no cloud account.

21 Jul 2026 · 16 min read

AI & ML

Self-Host Dify with Docker Compose: 15 Containers to Your Own LLM App Studio (2026)

We deployed Dify 1.16.0 on Docker Desktop, hit a real port clash, wired DeepSeek, and built a working chatflow — every command executed and shown.

21 Jul 2026 · 15 min read

AI & ML

Moonshot Releases Kimi K3, the Largest Open-Weight Model Yet, With Weights Due 27 July

Moonshot AI has released Kimi K3, a 2.8-trillion-parameter model it calls the largest open-weight system built to date, with full weights due on 27 July. Independent trackers place it just behind the leading closed models, at a fraction of their price.

21 Jul 2026 · 5 min read

AI & ML

AutoGPT vs OpenHands vs MetaGPT vs CrewAI: Open-Source AI Agent Frameworks (2026)

The four most-starred open-source agent frameworks compared on licenses, activity, MCP support, and pricing — stars no longer track momentum.

21 Jul 2026 · 14 min read