AI Agents

Loops, tools and memory: what changes when the model can act.

An agent is a loop, not a personality
An agent is a loop, not a personality
23/08/2026 — admin@byqreal.test

Strip away the branding and an agent is a small loop: call the model, run the tool it asked for, feed the result back, r...

Tool calling is an API contract the model can read
Tool calling is an API contract the model can read
21/08/2026 — admin@byqreal.test

A tool definition is documentation with a schema attached. Write it for a capable colleague who has never seen your syst...

Why agents fail on long tasks
Why agents fail on long tasks
19/08/2026 — admin@byqreal.test

An agent that handles five steps beautifully can fall apart at twenty. The reason is rarely reasoning — it is that the c...

Giving an agent memory without giving it amnesia
Giving an agent memory without giving it amnesia
17/08/2026 — admin@byqreal.test

Memory is not a feature you enable. It is a set of decisions about what to keep, what to summarise and what to let go —...

When a workflow beats an agent
When a workflow beats an agent
15/08/2026 — admin@byqreal.test

If you already know the steps, do not ask a model to rediscover them on every request. A fixed pipeline with model calls...