Refolk / Blog
Headhunting notes from people who do it for a living.
Opinionated writing on finding, judging, and reaching the people who never answer a job ad. Grounded in real data, named tools, and math that pencils out.
iCIMS Sourcing Agent Won an Award. Only 12% of Teams Can Run It.
iCIMS Sourcing Agent won a 2026 Top HR Product award, but only 12% of TA teams use agentic AI. Here is where the gap actually breaks.
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59 articles- Sep 19, 2026·9 min read
51% of GitHub Commits Are AI. Source the 82, Not the 2,584.
GitHub's contribution graph broke in 2026. Here's the repo-roster sourcing shortlist that still separates real AI engineers from prompt-typers.
sourcing AI engineers on GitHubGitHub sourcing 2026 - Sep 19, 2026·9 min read
Uber Just Capped Remote at 1%. Source the Relocation Refusers.
Uber's September 2026 layoffs named 3,300 people. The 1% remote cap quietly puts a bigger, unlabeled pool in play. Here is how to source it.
Uber layoffs September 2026Uber remote work cap - Sep 19, 2026·9 min read
Nike Shrank Its Tech Org to Two ZIP Codes. Source Both.
Nike consolidated tech into Beaverton and Bengaluru, cutting 1,400 roles. Here is how to source the displaced retail-tech engineers first.
Nike layoffs technologyNike Beaverton tech workers - Sep 19, 2026·10 min read
Puma AI Ghosted Its HN Applicants. That's Your Sourcing List.
The September 2026 HN "Who is hiring?" thread named three ghosted Puma AI applicants in public. Here is how to work that list before Monday.
hacker news who is hiring september 2026sourcing ghosted applicants - Sep 18, 2026·10 min read
Workable Priced Every Bad Applicant at $0.10. Now What?
Workable's Sept 14 credit meter turns AI sourcing into a variable cost. Here is what $0.10 per candidate does to outbound recruiting unit economics.
workable recruiting agents pricingcredit based ai sourcing - Sep 18, 2026·8 min read
Amazon Cut 7 Times in 2026. Watch 6 Employers, Not 548 Alerts.
Amazon ran 7 layoff rounds in 2026, PayPal and Meta 4 each. Six serial cutters beat a firehose of layoffs.fyi alerts for sourcing.
sourcing from layoffsamazon layoffs 2026 - Sep 18, 2026·10 min read
Challenger's 116,175 AI Cuts vs Microsoft's Denial: Source the Gap
Challenger blames AI for 116,175 US cuts in 2026 while Microsoft says roles are not being replaced. How sourcers read the gap and calibrate outbound.
AI layoffs 2026Challenger Gray Christmas AI job cuts - Sep 18, 2026·8 min read
Microsoft's Rule of 70 Cohort Hits 90 Days Off Payroll. Source Now.
Microsoft's 8,750-person Rule of 70 buyout cohort hits 90 days off payroll in late September. Here is the sourcing playbook for Azure, M365, and Dynamics.
ex-Microsoft engineers hiringMicrosoft Rule of 70 buyout - Sep 18, 2026·9 min read
ADP Broke the Wage Signal. 1 in 172 Engineers Is Why.
ADP named AI as a wage distorter and job-changers now earn 1.66x stayers. Why comp benchmarks are stale and how to price engineer offers in 2026.
compensation benchmarks AI roleshow to price engineer offers 2026 - Sep 17, 2026·10 min read
811 Layoffs a Day, 55 Whales: Stop Refreshing Layoffs.fyi
The 2026 tech layoffs tracker shows fewer, bigger events. Build a 55-company whale watch instead of scrolling Layoffs.fyi every morning.
2026 tech layoffs trackersourcing laid off engineers - Sep 17, 2026·9 min read
September's 199% Layoff Spike Is a Menlo Park Sourcing Map
September 2026 tech layoffs jumped 199% and 77% came from Major Internet. Here is where to source the pool before Q4 hiring absorbs it.
September 2026 tech layoffssourcing laid off engineers - Sep 17, 2026·9 min read
Three AI Screeners Agreed on 14%. The Other 55% Are Your Pipeline.
Three frontier LLMs shortlisted the same candidates only 14% of the time and buried 55% entirely. Here is why outbound sourcing is the only fix.
AI resume screening reliabilityAI shortlist consistency - Sep 17, 2026·10 min read
Qualtrics' 117 Duplicate Roles: A 60-Day Sourcing Window
Qualtrics filed WARN for 117 Seattle cuts on Oct 18, 2026. Why post-merger duplicate-role layoffs are 2026's highest-signal sourcing pool.
post-acquisition layoffs sourcingQualtrics layoffs 2026 - Sep 17, 2026·9 min read
LinkedIn's Underqualified Warning Is a White Flag on Inbound
LinkedIn now warns its own applicants they're underqualified. Here's what that August 2026 admission means for outbound sourcing budgets.
LinkedIn underqualified applicant warningAI application flood recruiting - Sep 17, 2026·9 min read
Greenhouse Named the AI Doom Loop. The Exit Is Outbound.
Greenhouse CEO Daniel Chait diagnosed the AI doom loop. Real Talent verification treats the symptom. Outbound sourcing is the real fix.
AI doom loop hiringGreenhouse Real Talent alternative - Sep 16, 2026·9 min read
LinkedIn's 62% Fewer Profiles Stat Is a Concentration Risk
LinkedIn Talent Connect 2026 will pitch 62% fewer profiles reviewed with Hiring Assistant. Here is why that number is a concentration risk, not a win.
LinkedIn Talent Connect 2026LinkedIn Hiring Assistant - Sep 16, 2026·8 min read
Restructuring Beat AI 16,173 to 3,462. Your August Pool Is in Cincinnati.
Challenger's August 2026 report flipped the layoff story from AI to restructuring. The best displaced talent is in Consumer Products, not tech.
Challenger August 2026 reportrestructuring layoffs sourcing - Sep 16, 2026·8 min read
Salesforce Cut 133. Only 5 Agentforce Engineers Exist by Title.
Salesforce's third 2026 cut hit Agentforce, MuleSoft and Tableau engineers. Here is how to source the displaced cohort into Agent Builder roles.
Salesforce layoffs 2026Agentforce engineers hiring - Sep 16, 2026·9 min read
Oracle's 6 AM Email: The 60-Day Sourcing Clock on Nov 13
Oracle cut ~5,000 on Sept 14, 2026. For H-1B holders, Nov 13 is the deadline. How to source OCI, Fusion, NetSuite, and Cerner cohorts before it closes.
Oracle layoffs September 2026H-1B 60-day grace period sourcing - Sep 16, 2026·9 min read
Anthropic's $280/Hour Marlin Bench: Sourcing 1,000 Hidden Engineers
Anthropic pays 1,000 engineers $280 per task via Snorkel to grade Claude Code. Here is how to source the RLHF shadow bench at Snorkel, Scale, and Mercor.
sourcing RLHF contractorsSnorkel Marlin project engineers - Sep 16, 2026·8 min read
Fintech Cuts Hit 7,347, and 92% Sit at Three Employers
Challenger's fintech bucket jumped 305% to 7,347 in 2026. Block, Visa, and Chime own 92% of it. Here is how to source the payments cohort.
fintech layoffs 2026sourcing laid off fintech engineers - Sep 15, 2026·9 min read
41% of Enterprises Hired a Fake. The 73:1 Sourcer Gap Is Why.
DPRK operatives ran 21,000 interviews for 76 offers. Inbound funnels lose on volume. Outbound sourcing is the structural fix, and here is the math.
North Korean IT worker fraudfake candidates hiring - Sep 15, 2026·9 min read
71% of Placements Sit in Your CRM. Recruiters Re-Source Anyway.
Recruiterflow's 2,100-firm benchmark says 71% of placements come from candidates already in the CRM. Here is why recruiters skip it, and how to fix it.
candidate rediscoveryrecruiting CRM search - Sep 15, 2026·9 min read
LinkedIn Hiring Assistant Hit $450M ARR. Source the 40% It Can't See.
LinkedIn Hiring Assistant is at $450M ARR one year in. Here's the pricing math, the moat problem, and how to source candidates its graph misses.
LinkedIn Hiring Assistant pricingLinkedIn Hiring Assistant alternatives - Sep 15, 2026·9 min read
Uber Cut 680 Manager Slots. The Demoted-in-Place Cohort Is Your Best Hire.
Uber's September 2, 2026 delayering created a rare sourcing cohort: ex-managers reassigned as ICs. Here is how to find and close them fast.
uber layoffs september 2026delayering sourcing - Sep 15, 2026·9 min read
128 Companies, 108,459 Layoffs: Your 2026 Target List Just Shrank
The 2026 tech layoff wave is 128 post-IPO names cutting deep, not 1,194 startups cutting shallow. Rebuild your sourcing target list around that.
2026 tech layoffs by companypost-IPO layoffs sourcing - Sep 15, 2026·10 min read
HN's September 2026 Hiring Thread: 21.6:1 and 202 Agent Builders
The September 2026 HN "Who is Hiring" thread reveals a 21.6:1 funnel and a shift to agent-builder and RL-eval roles against only 202 US candidates.
hacker news who is hiring september 2026hn hiring thread applicant conversion - Sep 14, 2026·10 min read
Indeed Just Killed Post and Pray. 370M Profiles Went Outbound.
Indeed's Sourcing Assistant is a public admission that job-ad ROI collapsed. Here's what the pivot means for sourcers, agencies, and Q4 channel strategy.
Indeed Sourcing AssistantIndeed AI sourcing - Sep 14, 2026·8 min read
Meta Cut 600 From FAIR and MSL Infra. TBD Lab Kept the Money.
Meta's October 2025 cut hit FAIR, Products, and MSL Infra while TBD Lab was shielded. Here is how to source the ex-Meta AI cohort before AMI Labs does.
Meta FAIR layoffs sourcingex-Meta AI engineer recruiting - Sep 14, 2026·10 min read
EU AI Act Deferred to Dec 2027. Outbound Is Still the Loophole.
The EU AI Act's high-risk hiring deadline slipped to Dec 2027. Here is what actually landed on Aug 2, 2026, and why outbound sourcing is safer.
EU AI Act recruitmenthigh-risk AI hiring compliance - Sep 14, 2026·9 min read
Cloudflare Cut 1,100 "Measurers." The Builder Pool Grew 45%.
Cloudflare's May 2026 layoff produced negative engineering supply. A sourcer's filter for reading 2026 AI restructuring announcements before opening the list.
cloudflare layoffs 2026sourcing engineers from layoffs - Sep 14, 2026·8 min read
UK Grad Vacancies Hit 8,383. The Rejection Pool Is 1.17 Million.
UK graduate vacancies collapsed 45.6% to 8,383 in July 2026. Here is how to source entry-level talent from Big 4, MBB and Fast Stream rejects.
UK graduate hiring 2026entry-level sourcing UK - Sep 13, 2026·8 min read
Octoverse 2025 Flipped GitHub: Rebuild Your Sourcing Boolean
Octoverse 2025 put India ahead of the US on GitHub contributors. Here are the density, timezone, and LLM-SDK filters that replace location:United States.
github sourcing filterssourcing developers by country - Sep 13, 2026·10 min read
ADP's 12,000-a-Week Print Means Every Q4 Hire Is a Poach
ADP's late-August 2026 read shows just 12,000 net private jobs added per week. Here is the outbound sourcing playbook for a zero-sum Q4.
ADP jobs report 2026outbound sourcing strategy - Sep 13, 2026·9 min read
27.4% of LinkedIn Jobs Are Ghosts. Your Comp Benchmark Is Poisoned.
A quarter of US LinkedIn postings are ghost jobs and 79% stay live. Here is the replacement signal stack sourcers should use for timing and comp.
ghost jobs linkedincompetitor hiring signals - Sep 13, 2026·9 min read
Korn Ferry Says 61% Now Do Two Jobs. Title Boolean Just Broke.
Korn Ferry's Workforce 2026 shows 61% of workers now do more than one role. Here's why title-based sourcing misses them and what replaces it.
title based sourcingboolean sourcing job titles - Sep 13, 2026·9 min read
99.8% Bought AI Agents. 90% Missed Goal. The 1:77 Ratio Explains Why.
GoodTime's 2026 report shows AI agents did not save hiring. Refolk's index reveals the real bottleneck: one dedicated sourcer per 77 recruiters.
AI recruiting agents ROIhiring goal attainment 2026 - Sep 13, 2026·9 min read
4,590 AI Engineers vs 11,993 Juniors: Rebuilding the Entry Pipeline
Junior dev hiring is down 35% and bootcamps down 40%, but AI engineer roles are up 300%. Where to source convertible early-career talent now.
junior developer hiring 2026sourcing AI engineers - Sep 12, 2026·9 min read
No US Tech Hub Grew Last Quarter. Miami Declined 1/9th as Fast.
PredictLeads' Sept 4, 2026 report shows US tech hiring fell 28.3% QoQ. Miami beat the baseline by 25 points. Here's the sourcing map that follows.
tech hiring hubs 2026where are tech companies hiring - Sep 12, 2026·10 min read
Amazon's 2,303-Person WARN Has 9 Dates: The 6-Month Calendar
Amazon's Washington WARN staggers 2,303 separations across nine dates from Jan 26 to May 26, 2026. Build a wave-by-wave sourcing calendar.
Amazon WARN 2026Amazon layoff separation dates - Sep 12, 2026·10 min read
TikTok's August WARN: 250 in Nashville, 75 in Bellevue, Zero Overlap
TikTok's August 2026 WARN filings created two distinct sourcing pools with different targets, notice math, and pitches. Here is how to work each.
ex-TikTok sourcingTikTok trust and safety layoffs 2026 - Sep 12, 2026·10 min read
The $103,265 H-1B Fee Makes "Already in the US" Your Best Filter
DHS's proposed $103,265 H-1B fee lands as the $100K proclamation sunsets Sept 21. Here is how to re-rank your OPT and cap-exempt pool now.
H-1B $103265 fee sourcingOPT candidate sourcing 2026 - Sep 12, 2026·9 min read
Three AI Screeners, 109 Resumes, 14% Agreement: The Outbound Case
A head-to-head test of GPT-4o, Gemini 2.0, and Grok 3 left 55% of resumes invisible to every model. Why outbound sourcing is the only fix.
ai resume screening accuracyai screening tool consistency - Sep 12, 2026·8 min read
Zillow Cut 7% While Revenue Grew 18%: Working the 91 Seattle Names
Zillow's Aug 2026 WARN puts 91 Seattle senior ML managers and engineering directors on the market. Here is how to work the list before competitors do.
Zillow layoffs WARNsourcing senior ML engineers - Sep 11, 2026·7 min read
PayPal's WARN Publishes 113 Titles. Oct 30 Is Your Window.
PayPal's Aug 31 WARN filing names 42 senior engineers and 45 leaders in San Jose by title. Here is how to work it before Oct 30, 2026.
PayPal layoffs San JosePayPal WARN filing 2026 - Sep 11, 2026·9 min read
Apple's 147-Person WARN: Work the Cupertino Cohort Before Oct 20
Apple filed a rare Bay Area WARN for 147 AI, Vision Pro and Siri engineers. Here is how to source the Cupertino and Sunnyvale cohort before Oct 20, 2026.
Apple layoffs 2026 WARNApple ML engineer sourcing - Sep 11, 2026·9 min read
LinkedIn Recruiter Hit $12,960 a Seat. The 3-Seat Agency Play.
LinkedIn Recruiter renewals jumped 15% in 2026. Here's the usage threshold that says downgrade, and the workflow that replaces four of five seats.
LinkedIn Recruiter price increase 2026LinkedIn Recruiter Corporate alternatives - Sep 11, 2026·8 min read
8,000 Infra Engineers Just Hit the Street. The On-Title Pool Is 3,481.
The BLS August 2026 print cut 8,000 jobs from one narrow NAICS bucket. Here are the titles, companies, and cities to source before the cohort clears.
sourcing infrastructure engineersBLS information sector layoffs 2026 - Sep 11, 2026·8 min read
HN's Hire-Me Thread Now Averages 9+ YOE. Work It Like a Staff Bench.
HireIndex's three-year analysis shows Hacker News's "Who Wants to Be Hired?" flipped from junior board to senior bench. Here is how to source it.
hacker news who wants to be hiredsourcing senior engineers hn - Sep 11, 2026·9 min read
Oracle Cut 21,000 and Kept Filing H-1Bs. Source the April 2026 Cluster.
Oracle's 21,000-role cut plus 2,061 LCAs across FY25-FY26 gives sourcers a same-week ex-Oracle H-1B outbound list before the grace period rule lands.
source ex-Oracle engineersH-1B layoff sourcing - Sep 10, 2026·9 min read
65 Titles, 183 Bounty Hunters: Sourcing Rubric Writers in Sept 2026
The Sept 2026 HN thread wants rubric writers who red-team RL agents. Only 65 US titles exist. The real pool lives on bounty leaderboards.
AI evals engineer sourcingRL rubric designer hiring - Sep 10, 2026·7 min read
Zoox Is Hiring 246 Roles While Rivals Cut. The Real List Is 23.
Zoox is expanding as Apple, TikTok, and AT&T cut. Refolk's index shows the actionable AV engineer pool is 23 people, not 2,318. Here is how to work it.
Zoox hiring 2026autonomous vehicle engineer sourcing - Sep 10, 2026·8 min read
72.4% Went Back to In-Person. Rewrite Your Commute Radius Now.
Gartner says 72.4% of recruiting leaders now interview in person to fight AI cheating. Here is the top-of-funnel rewrite your ATS filters missed.
in-person interview mandate 2026AI interview cheating sourcing - Sep 10, 2026·9 min read
479 Corporate Victims: Candidate Fraud Is an Inbound Problem
Deepfake hiring fraud jumped 1,300% and 41% of orgs have hired a fake. The fix is not another verification tool. It is outbound sourcing.
candidate frauddeepfake job interview - Sep 10, 2026·9 min read
Amazon's SEA106 Cut: 49 Bellevue Names, One 90-Day Clock
Amazon's Aug 31 Washington WARN puts 49 Bellevue engineers on the market by Oct 27, 2026. How to source the SEA106 cohort before rivals do.
Amazon layoffs Bellevue October 2026Amazon WARN notice Washington - Sep 10, 2026·9 min read
Uber Cut 3,300 on Sept 2. The Manager-of-2 List Is the Real Prize.
Uber's Sept 2, 2026 layoff created two distinct sourcing pools: demoted micro-team managers and remote refuseniks. Here is how to segment both.
Uber layoffs 2026sourcing ex-Uber engineers - Sep 9, 2026·8 min read
Qualtrics Cut 117 in Seattle. The 3:1 Ratio Names Who's Next.
Qualtrics' 117 Seattle cuts are integration overlap from the $6.75B Press Ganey deal. Here is how to source the next wave before WARN.
Qualtrics layoffs SeattlePress Ganey Forsta acquisition - Sep 9, 2026·8 min read
Benioff Froze 15,000 Salesforce Engineers. Raid the 1,840 First.
Benioff said Salesforce hired zero engineers in FY26. Here's the ex-Salesforce sourcing map, the 1,840-person pool, and which competitors to raid first.
ex-Salesforce engineer sourcingSalesforce engineering hiring freeze - Sep 9, 2026·10 min read
Dorsey Cut 4,000 at Block. The 748 Killed Reqs Are the Real List.
Block's Feb 2026 cut dropped 4,000 fintech operators. The higher-signal cohort is the 748 killed reqs and 193 demoted managers nobody is re-engaging.
Block layoffs sourcingex-Square engineers
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