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.
Constraint Solving with LLMs: Hybrid Planning Pipelines
How to combine LLMs with constraint solvers for reliable planning and optimization.
Test-Time Compute Scaling: Self-Consistency and Reasoning Gains
A technical look at test-time compute strategies that improve reasoning without retraining the model.
On-Device LLM Deployment: Quantization, Latency, and Privacy
A practical guide to deploying LLMs on-device with quantization, memory limits, and privacy trade-offs.
Continual Learning and Drift: Keeping LLMs Useful Over Time
How to update LLMs safely with new data while avoiding catastrophic forgetting and quality regressions.
Multimodal RAG Pipelines: Grounding Answers Across Text and Images
How to build multimodal retrieval pipelines that combine text and visual evidence.
Parameter-Efficient Fine-Tuning: LoRA, QLoRA, and Practical Trade-Offs
A hands-on guide to PEFT methods like LoRA and QLoRA, with deployment trade-offs for quality, cost, and speed.
Long-Form Reasoning Benchmarks: Beyond Short QA
A guide to evaluating long-form reasoning with multi-step tasks, evidence chains, and consistency checks.
Foundation Model Governance: Policy, Risk, and Audit Readiness
A technical and operational guide to governing foundation models across safety, compliance, and auditability.
Retrieval Security and Permissioned Indexes: Preventing Data Leakage
How to design retrieval systems with permission-aware indexing and secure access control.
LLM Coding Systems and Compilers: From Tokens to Verified Programs
How LLMs are integrated with compilers, static analysis, and verification to produce reliable code.
Tool Reliability Engineering: Retries, Idempotency, and Failure Taxonomies
A practical guide to making tool calls reliable in LLM workflows with retries, idempotency, and error handling.
Mixture of Attention Routing: Smarter Context Allocation at Scale
A technical exploration of attention routing strategies that allocate context budget to the most relevant tokens.
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