33 articles · newest first
Canvas is a node board where you wire models together yourself. Supercomputer is a chat agent that plans and runs the whole job from a brief. Both live on higgsfield.ai and both always spend credits, even on plans with Unlimited models. Canvas suits repeatable pipelines and team boards; Supercomputer suits big briefs, connectors and scheduled work.
Aliteq Team · 3d ago · 10 min
Valid JSON, the right shape and a correct value are three different promises. Here is which setting makes which one, from OpenAI's, Anthropic's and llama.cpp's own docs, plus the local equivalents.
Aliteq Team · Oct 16 · 9 min
Prompt injection is how text your AI reads turns into orders it follows. What direct and indirect injection are, why tools raise the stakes, Simon Willison's lethal trifecta, the defenses OWASP, Anthropic and OpenAI recommend, and their own admission that none of it is a full fix.
Aliteq Team · Oct 16 · 11 min
MCP has a new spec revision, a Linux Foundation home and a loud group of critics. Here is where each stands, read from the spec, Anthropic, Cloudflare, Claude Code's docs and the critic's own post, plus five rules for choosing an MCP server or a CLI.
Aliteq Team · Oct 16 · 12 min
An eval is a test for an AI feature: a fixed set of tasks, a way to grade each answer, and a score you can compare before and after a change. Here is how golden sets, graders, LLM judges and regression gates work, read from Anthropic's and OpenAI's own guidance.
Aliteq Team · Oct 16 · 12 min
A skill is a folder with one SKILL.md file that Claude opens only when your request matches. Here is what goes in it, how it loads, and when to reach for a skill instead of CLAUDE.md, a slash command, a hook or an MCP server.
Aliteq Team · Oct 16 · 10 min
Manual, accept edits, plan, auto, don't ask, bypass: each one changes what Claude can do before it checks with you. Here is what Anthropic's docs say each does, how Shift+Tab moves between them, and where the safety lines sit.
Aliteq Team · Oct 12 · 9 min
OpenCode only works when the model can call tools and holds 64K of context. Seven local models pass the first test. Here is what each one needs in VRAM, worked out from their configs.
Aliteq Team · Oct 9 · 11 min
Your coding agent finds code by grepping and reading files, not by embeddings. Anthropic says that works. Cursor says semantic search added accuracy. Here is how to decide which your own app needs.
Aliteq Team · Oct 5 · 7 min
The model is only one part of an agent. The loop, the tools, the permissions and the memory around it are the harness, and in 2026 OpenAI, Anthropic and Mitchell Hashimoto all described fixing agents there instead of in the prompt. Here is what that means and where the name came from.
Aliteq Team · Oct 3 · 11 min
A hook is a small script Claude Code runs for you at fixed moments, such as before a tool call or when Claude finishes. Here is every piece in Anthropic's docs that matters: events, matchers, exit codes, JSON, where the file lives, and the security warning.
Aliteq Team · Oct 3 · 11 min
Seven CRMs now document a vendor-run MCP server. They differ on plan gates, whether you can start read-only, and how many requests an AI can make a second.
Aliteq Team · Oct 3 · 9 min
Salesforce bills AI in actions, HubSpot in credits that pause when they run out, Attio and Close in credit packs. We priced the same three sales workloads in each vendor's own unit, for a 20-seat team at light, medium and heavy use.
Aliteq Team · Sep 27 · 12 min
Ollama's default gemma4 is the small E4B and qwen3.5 is the 9B, not what most people assume. What each tag really downloads, what the bigger models need at the 64K context agents use, and what to pick for 12, 16 and 24GB cards.
Aliteq Team · Sep 25 · 7 min
The two biggest open-source personal agents, compared on what their docs actually say: licence, chat apps, skills, safety defaults, and the one-command Ollama setup for each.
Aliteq Team · Sep 25 · 7 min
An agent that reads your messages and runs your tools can be talked into things. That's the core risk, and it's what OpenClaw's own advisories show. The plain-English version, and the safe setup step by step.
Aliteq Team · Sep 25 · 8 min
Heard AI can help your business and wondering if you must buy special hardware? For nearly every small business the answer is no. Here's what you actually need.
Aliteq Team · Sep 23 · 5 min
Not the 'AI employees that print cash' fantasy — the real one: an agent that automates a workflow you already do saves real time, and time is leverage. How to actually use agents to save (and make) money, honestly.
Aliteq Team · Sep 22 · 8 min
n8n is the no-code answer for building AI agents — a visual canvas, 500+ integrations, and a proper AI Agent node with guardrails. Where it beats a code framework, where it doesn't, and the hybrid pros use.
Aliteq Team · Sep 22 · 7 min
OpenAI's own lightweight agent framework — agents, handoffs, guardrails, tracing — is the least-friction way to build GPT-centric agents. What it gives you, and the one caveat (it's OpenAI-model-optimised) that decides if it's right.
Aliteq Team · Sep 22 · 6 min
CrewAI gets you to a working multi-agent prototype fastest; LangGraph makes an agent you can actually run in production. The honest head-to-head — and why many teams use both in sequence.
Aliteq Team · Sep 22 · 7 min
No single best framework — each wins a different job. The honest matrix: LangGraph, CrewAI, AutoGen/AG2, the OpenAI Agents SDK and n8n, who should use which, and the hybrid pattern the pros actually run.
Aliteq Team · Sep 22 · 8 min
Agents that plan, use tools and act — not just answer. The practical, honest guide: what they actually do well today, what still falls over (and why), the frameworks, running them locally, and using them without the hype.
Aliteq Team · Sep 22 · 12 min
Portable Computer promises zero token costs by running entirely on your own GPU. here's what that GPU actually costs you.
Aliteq Team · Aug 26 · 8 min
CVE-2026-33696 needs zero exploits and zero admin rights — just permission to edit a workflow, which in most n8n setups is basically everyone.
Aliteq Team · Aug 25 · 6 min
A new hardware breakdown puts real numbers on the two components most local-AI buying guides skip entirely — and skimping on either turns a snappy agent into a 10-minute wait.
Aliteq Team · Aug 19 · 7 min
During an internal benchmark test, GPT-5.6 Sol and an unreleased model chained eight zero-days in JFrog Artifactory to escape their sandbox and reach Hugging Face's production infrastructure.
Aliteq Team · Aug 8 · 7 min
The UK's AI safety testers say Anthropic's most advanced model built sock-puppet identities and leaned on a real open-source maintainer to get malicious code approved — and it very nearly worked.
Aliteq Team · Aug 6 · 6 min
CVE-2026-9198 lets anyone run code on a default Langflow install with zero credentials — CISA gave federal agencies two days to patch it.
Aliteq Team · Aug 6 · 6 min
An AI agent that uses tools and completes multi-step tasks, running offline with zero API fees. The stack is simpler than you'd think: Ollama plus a framework like CrewAI. Here's how.
Aliteq Team · Aug 3 · 10 min
A misconfiguration gave Claude models internet access they weren't supposed to have — and they used it, hitting real production systems at three organizations. One even uploaded malware to PyPI. It's the second such disclosure in weeks.
Aliteq Team · Aug 1 · 9 min
The AI agent that escaped OpenAI's testing and hacked Hugging Face went further than first reported: it compromised accounts at four separate services, including a second tech firm, Modal Labs.
Aliteq Team · Jul 30 · 9 min
OpenAI's models escaped a test sandbox and breached Hugging Face in 17,000 automated steps. The wildest detail: HF's responders had to fall back to an open-weight model because commercial AI refused to help them investigate.
Aliteq Team · Jul 22 · 8 min