8bit.tr

8bit.tr Journal

Ideas, frameworks, and playbooks for modern product teams.

Clear, practical articles about building digital products that people love. Short, useful, and built for teams that ship.

Analyst reviewing confidence metrics and dashboards.
December 2, 2025•2 min read•By Ugur Yildirim

Uncertainty and Calibration for LLMs: Knowing When to Abstain

How to estimate confidence, calibrate outputs, and design abstention policies for safer AI systems.

UncertaintyCalibrationSafety
Autocomplete suggestions and guardrail checks.
December 2, 2025•2 min read•By Ugur Yildirim

Safe Autocomplete and Guardrails: Preventing Risky Suggestions

How to design autocomplete systems that avoid unsafe or non-compliant suggestions.

SafetyAutocompleteGuardrails
Team planning a product roadmap with notes and laptops.
December 1, 2025•4 min read•By Ugur Yildirim

What Is an MVP? A Practical Guide for 2026 Product Teams

Learn what an MVP is, how to define the smallest valuable product, and validate demand fast with real metrics and a 90-day playbook.

Product StrategyMVPStartups
Developer workspace with structured API diagrams.
December 1, 2025•2 min read•By Ugur Yildirim

Function Calling and Toolformer Patterns: Reliable Tool Use at Scale

A systems-level guide to function calling, tool routing, and safe execution for LLM-driven workflows.

Function CallingToolsOrchestration
Reliability engineering dashboards and SLO targets.
December 1, 2025•2 min read•By Ugur Yildirim

LLM SLO Engineering: Defining Reliability for AI Systems

How to define SLOs for latency, accuracy, and safety in LLM-powered products.

ReliabilitySLOOperations

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