K. SakthivelWriting

Independent researcher · AI safety · evals · quantum-informed ML

Kishore
Sakthivel

I run small, falsifiable experiments on one question: how little do you need to observe to know enough? The cloud behind this page is a 2,400-amplitude state, and only the bright points are measured.

Read the hypothesisGet in touch
100+documents analysed
by my AI systems
>70%RAG token cut,
Spatial Parse
<5msper page,
non-AI engine

Current research

Measure a little.
Learn a lot.

Can compact measurements of high-dimensional quantum states provide useful latent representations for an existing AI architecture, improving generation, search, or verification without requiring explicit reconstruction of the full quantum state?

Protocol · no results claimed yet

Kill conditions
come first.

E-00running
State families, measurement schemes, baselines: raw state, random projection, PCA.
E-01planned
Search accuracy vs number of measurements under shot noise.
E-02planned
Adapter on the latent for a frozen generator, with a parameter-matched ablation.
E-03planned
Drift detection vs fidelity estimation at equal shot budget.
E-04planned
Public write-up with code, seeds and negative results.

Why this counts as AI safety

Claims that
can fail.

Pre-registeredBaselines and failure criteria are written before any run.
Cheap verificationChecking a system from partial observations is the core safety skill.
Negative resultsA dead hypothesis is logged and published, not buried.
ReproducibleFixed seeds, public code, matched budgets in every ablation.

Shipping is my research taste · tap to open

Systems
that run.

Resume Engineer

LIVE · React, TypeScript, Supabase, Groq
AI resume platform that pairs rule-based keyword matching with selective LLM use, cutting unnecessary inference. Includes job-description analysis, PDF export, auth and subscriptions.

Spatial Parse

ACTIVE · Go, Rust, Wasm, R-Trees
A deterministic, non-AI PDF extraction engine for RAG. R-Trees handle multi-column layout, frequency profiling strips headers and footers, and a streaming design keeps memory near flat on 500+ page files.

TermsGuard · ATS Optimizer

AI SYSTEMS · Python, RAG, agents
Document-analysis systems tested on 100+ documents, with RAG pipelines and agents that reduced manual analysis effort by about 40%.

Path

Engineer first,
then researcher.

Jun 2025 →
Independent Researcher, AI systems and quantum-informed ML.
2025
Freelance writer: CVs, ATS resumes, cover letters.
2023
Operations Associate, Flipkart Seller Hub, Bengaluru.
2022
Freelance web developer: Python, APIs.
2021
B.E. Computer Science, Arulmurugan College of Engineering. CGPA 7.99.

Latest from the notebook

Notes, drafts
and sources.

All writing →

Open to fellowships, collaboration and critique

Try to
break it.

The best reviewer is the one who attacks the hypothesis.

kishore.sakthivel@zohomail.in

Thanjavur, India · open to relocation

GitHub · LinkedIn · Works

drag to measure less or more. The shape survives.