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Tim Zinin

AI Builder & Entrepreneur. Building autonomous AI agents. Dubai.

Joined Joined on  github website
Aggregate a job-board sample without exporting its raw job identities

Aggregate a job-board sample without exporting its raw job identities

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4 min read
Give a hiring trend its own baseline and a visible coverage boundary

Give a hiring trend its own baseline and a visible coverage boundary

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3 min read
Keep company attribution uncertainty beside a lead qualification score

Keep company attribution uncertainty beside a lead qualification score

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3 min read
Deduplicate a company lead export without treating DNS as mailbox proof

Deduplicate a company lead export without treating DNS as mailbox proof

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4 min read
Benchmark Instagram posts within an explicit account and format cohort

Benchmark Instagram posts within an explicit account and format cohort

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3 min read
Audit an Amazon product batch with marketplace-aware identity

Audit an Amazon product batch with marketplace-aware identity

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3 min read
Measure competitor overlap against the query scopes you actually observed

Measure competitor overlap against the query scopes you actually observed

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4 min read
Build a review response queue with an explicit observation clock

Build a review response queue with an explicit observation clock

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3 min read
Group likely branch locations with hostname and brand evidence

Group likely branch locations with hostname and brand evidence

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3 min read
Keep missing data separate from service opportunities in a Maps export

Keep missing data separate from service opportunities in a Maps export

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3 min read
Create a departmental contact table from observed role mailboxes

Create a departmental contact table from observed role mailboxes

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3 min read
Rank a creator discovery batch while preserving what seed overlap means

Rank a creator discovery batch while preserving what seed overlap means

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3 min read
Build a company research queue from explicit hiring keywords

Build a company research queue from explicit hiring keywords

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3 min read
Turn a Lighthouse export into tickets with traceable threshold evidence

Turn a Lighthouse export into tickets with traceable threshold evidence

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3 min read
Export a Hacker News thread without claiming the comment tree is complete

Export a Hacker News thread without claiming the comment tree is complete

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3 min read
Import WooCommerce prices with their currency minor units intact

Import WooCommerce prices with their currency minor units intact

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3 min read
Use OCR confidence to route review, not to certify extracted text

Use OCR confidence to route review, not to certify extracted text

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3 min read
Give a PDF ingestion pipeline an explicit route for scanned documents

Give a PDF ingestion pipeline an explicit route for scanned documents

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3 min read
Separate RSS item changes from a feed that simply ran again

Separate RSS item changes from a feed that simply ran again

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4 min read
Design an NPI reconciliation queue that preserves alias matches

Design an NPI reconciliation queue that preserves alias matches

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3 min read
Convert XLSX reports without pretending formula caches are recalculated values

Convert XLSX reports without pretending formula caches are recalculated values

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3 min read
Import a public Google Sheet while keeping identifiers as text

Import a public Google Sheet while keeping identifiers as text

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3 min read
Import Wikipedia tables without losing the revision behind the numbers

Import Wikipedia tables without losing the revision behind the numbers

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3 min read
Build a weather observation table that can admit it is stale

Build a weather observation table that can admit it is stale

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3 min read
Build a broken-link review list without calling every failed request a dead page

Build a broken-link review list without calling every failed request a dead page

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3 min read
Review machine-readable page facts without turning readiness into an AI ranking

Review machine-readable page facts without turning readiness into an AI ranking

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3 min read
Create a bounded website corpus and keep its crawl gaps beside every chunk

Create a bounded website corpus and keep its crawl gaps beside every chunk

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3 min read
Audit llms.txt and crawler rules without predicting AI citations

Audit llms.txt and crawler rules without predicting AI citations

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3 min read
Prepare Markdown for retrieval while preserving failed and partial pages

Prepare Markdown for retrieval while preserving failed and partial pages

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3 min read
Extract a small set of page fields into a source-linked staging table

Extract a small set of page fields into a source-linked staging table

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3 min read
Build a technology segment from page fingerprints and keep the evidence

Build a technology segment from page fingerprints and keep the evidence

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3 min read
Use DNS evidence to clean email lists without claiming mailbox verification

Use DNS evidence to clean email lists without claiming mailbox verification

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3 min read
Keep legal-entity matches separate from domain ownership in company enrichment

Keep legal-entity matches separate from domain ownership in company enrichment

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3 min read
Resolve company domains to jobs without turning an unknown ATS into zero

Resolve company domains to jobs without turning an unknown ATS into zero

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3 min read
Build a review queue without turning a priority into an executed action

Build a review queue without turning a priority into an executed action

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4 min read
Keep a federal contract snapshot bounded to one exact recipient

Keep a federal contract snapshot bounded to one exact recipient

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4 min read
Preserve conflicting offer terms before comparing promotions

Preserve conflicting offer terms before comparing promotions

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4 min read
Compose a severity brief with an explicit snapshot clock

Compose a severity brief with an explicit snapshot clock

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4 min read
Group exact brand labels while keeping identity resolution explicit

Group exact brand labels while keeping identity resolution explicit

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4 min read
Compare threshold policies without selecting a winner from their labels

Compare threshold policies without selecting a winner from their labels

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4 min read
Measure adjacent steps before describing a customer journey

Measure adjacent steps before describing a customer journey

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3 min read
Aggregate signal counts without presenting submitted confidence as accuracy

Aggregate signal counts without presenting submitted confidence as accuracy

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4 min read
Count signal overlap with support and Jaccard in the same review

Count signal overlap with support and Jaccard in the same review

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4 min read
Keep three percentage denominators visible in a signal cross-tab

Keep three percentage denominators visible in a signal cross-tab

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3 min read
Inspect an unsent notification payload before connecting Slack or Teams

Inspect an unsent notification payload before connecting Slack or Teams

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3 min read
Check the exact SLA boundary using an explicit review timestamp

Check the exact SLA boundary using an explicit review timestamp

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3 min read
Prepare CRM field proposals before trusting an account-specific import

Prepare CRM field proposals before trusting an account-specific import

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3 min read
Group signal IDs deterministically without creating extra cloud jobs

Group signal IDs deterministically without creating extra cloud jobs

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3 min read
Choose first-match or all-matches routing before attaching any sender

Choose first-match or all-matches routing before attaching any sender

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3 min read
Merge two signal batches while preserving both sides of a conflict

Merge two signal batches while preserving both sides of a conflict

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3 min read
Make score threshold boundaries explicit before routing brand signals

Make score threshold boundaries explicit before routing brand signals

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3 min read
Turn supplied evidence rows into a citation table with traceable counts

Turn supplied evidence rows into a citation table with traceable counts

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3 min read
Build evidence timelines with separate effective and observed timestamps

Build evidence timelines with separate effective and observed timestamps

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4 min read
Compare evidence snapshots without turning missing rows into deletion claims

Compare evidence snapshots without turning missing rows into deletion claims

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3 min read
Compare patent citation sets without confusing missing data with zero

Compare patent citation sets without confusing missing data with zero

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3 min read
Compare observed trademark classes without turning overlap into clearance

Compare observed trademark classes without turning overlap into clearance

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3 min read
Compare company appointments with exact officer IDs and explicit intervals

Compare company appointments with exact officer IDs and explicit intervals

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3 min read
Count patent observations by assignee without mixing date bases

Count patent observations by assignee without mixing date bases

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3 min read
Reconcile registry observations with typed company identifiers

Reconcile registry observations with typed company identifiers

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3 min read
Model sanctions source coverage without inventing a clearance verdict

Model sanctions source coverage without inventing a clearance verdict

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3 min read
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