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MSManu Shuklaecorpit.hashnode.dev2d ago · 16 min read

Redact PII before it reaches the LLM: a 2026 DPDP-ready build guide

Redact PII before it reaches the LLM: a 2026 DPDP-ready build guide Summary. Once a prompt leaves your network for a hosted model, you no longer control where the personal data inside it is logged, ca

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RTRaftLabs Teamraftlabs-the-current.hashnode.devJul 24 · 5 min read

The Privacy Problem Didn't Start When the Law Changed

A B2B SaaS company launched its platform across the United States after spending nearly a year building features customers had been requesting. The rollout went well. New accounts increased. Enterpris

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AAuditzoauditzo.hashnode.devJul 24 · 14 min read

Cookie Consent Is a Stateful Testing Problem: An Evidence-First Workflow for Ecommerce Websites

Cookie consent testing is often reduced to a simple check: Open the website, click Decline, and see whether analytics cookies still exist. That can be a useful starting point, but it does not provid

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KDKrishna Dev Palemkrishnadevpalem.hashnode.devJul 20 · 13 min read

Should an AI Decide What Gets Erased? I Measured It.

I built a system that adjudicates data-erasure requests with no model in the decision path, then built an evaluation harness to measure what a capable model would have done in its place. The model alm

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MSManu Shuklaecorpit.hashnode.devJul 20 · 19 min read

DPDP legacy data: 6 steps to remediate pre-consent records before May 2027

DPDP legacy data: 6 steps to remediate pre-consent records before May 2027 Summary. India notified the Digital Personal Data Protection Rules, 2025 on 14 November 2025 under G.S.R. 846(E), starting an

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MSManikanta swamisakshe.hashnode.devJul 19 · 6 min read

Sakshe LLM- Absent Observer

Day 1: Building Sakshe — My Sovereign, Fully Offline Local AI From a 440-package Anaconda graveyard to a working local brain talking to me through Obsidian — no cloud, no subscriptions, no paywalls.

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MSManu Shuklaecorpit.hashnode.devJul 18 · 13 min read

DPDP Act 2026: the engineering playbook for Indian startups (deadlines, consent, breach)

DPDP Act 2026: the engineering playbook for Indian startups (deadlines, consent, breach) Summary. India's Digital Personal Data Protection (DPDP) Rules, 2025 were notified in November 2025, and the de

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NNakonakokawaiiai-change-brief.hashnode.devJul 13 · 5 min read

Gemma 4 12B on a 16GB Laptop: A Privacy-First Local AI Business Playbook

Google’s mid-sized multimodal open model creates a credible path to on-device services, but the winning offer is controlled workflow design—not a vague promise that “local” solves everything. For a sm

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SSapotaCorpsapotacorpvn.hashnode.devJul 12 · 8 min read

PDPA Vietnam on FSC: what Decree 13/2023 means for banks

Vietnam published Decree 13/2023/ND-CP on 17 April 2023, with binding effect from 1 July 2023. The decree is Vietnam's first comprehensive personal-data protection law, modelled in spirit on the EU GD

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LWLearn with HJblog.hardeepjethwani.comJul 11 · 6 min read

Data Privacy in AI Apps: Do Not Feed the Model Your Crown Jewels

🚀 Data Privacy in AI Apps: Do Not Feed the Model Your Crown Jewels 👋 Welcome to Day 55 of 90 Days of AI. 🎯 Today we are tackling Data Privacy in AI Apps: Do Not Feed the Model Your Crown Jewels. T

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Trending tags this week

Redact PII before it reaches the LLM: a 2026 DPDP-ready build guide

The Privacy Problem Didn't Start When the Law Changed

Cookie Consent Is a Stateful Testing Problem: An Evidence-First Workflow for Ecommerce Websites

Should an AI Decide What Gets Erased? I Measured It.

DPDP legacy data: 6 steps to remediate pre-consent records before May 2027

Sakshe LLM- Absent Observer

DPDP Act 2026: the engineering playbook for Indian startups (deadlines, consent, breach)

Gemma 4 12B on a 16GB Laptop: A Privacy-First Local AI Business Playbook

PDPA Vietnam on FSC: what Decree 13/2023 means for banks

Data Privacy in AI Apps: Do Not Feed the Model Your Crown Jewels