phData cert progress β source of truth
This file is the canonical progress record read by /cert-study (cron + on-demand).
Update it after any study session, exam attempt, or blocker change.
The skill reads it to derive verdicts; it never overwrites entries β only appends.
Partner-portal access (Cert 2 gate)
| Status | Date confirmed | Notes |
|---|---|---|
| π‘ PATH IDENTIFIED β likely self-serve | 2026-07-13 | Colleague who passed (902) confirms: create account at anthropic-partners.skilljar.com using phData email β register for the exam via Pearson VUE (mandatory since July 1). Registration instructions: anthropic-partners.skilljar.com/claude-certified-architect-foundations-certification/486716. Founder action: create the Skilljar account (~15 min) β gate either clears or we learn the real blocker. |
| β not yet provisioned (pre-2026-07-13 status) | β | Required before Cert 2 (Anthropic) study materials are accessible. Action: follow up with phData once onboarding settles. |
2026-06-13 (iMessage): Founder is about to start a Claude Architect cert prep course with practice exams β so either the partner-portal gate above has effectively cleared or he's using external/public prep. β Confirm gate status on next
/cert-study. Advised diagnostic-first: take ONE practice exam cold before the course (pretesting effect + triages which modules to skim vs sit through β high baseline since he builds agent architectures daily), and save remaining exams for spaced post-course retrieval + a near-final readiness check.
Cert 1 β Snowflake GenAI Specialty (GES-C02)
Deadline: 2026-11-22 (CORRECTED 2026-08-24 by /cert-study β escalators are order-agnostic per founder's 2026-08-17 correction; Anthropic CCA-F passed first and banked the 3-month leg, so Snowflake is now the 6-month leg. The "90d from job start / 2026-08-24" framing below and in [[milestones]] is the pre-correction label and is stale β do not cite it.)
Deadline (stale, pre-correction): 2026-08-24 (90d from job start 2026-05-26)
Exam scheduled: β not yet scheduled
Track selected: β (Track A = 7-10 day sprint recommended; Track B = 3-4 week steady)
Exam registration: not yet registered
Study log
| Date | Day/Topic | Time spent | Notes |
|---|---|---|---|
| no entries yet |
Weak areas (populated by /cert-study quiz)
none logged
Attempt log
| Date | Outcome | Score | Notes |
|---|---|---|---|
| no attempts |
Cert 2 β Anthropic Claude Certified Architect β Foundations
Deadline: 2026-11-22 (180d from job start 2026-05-26) Exam scheduled: β not yet scheduled (gated on partner-portal access) Current phase: Phase 1 β D1 Agentic Architecture (target: Jun 2026)
Study log
| Date | Phase/Domain | Time spent | Notes |
|---|---|---|---|
| formal materials gated on partner-portal access | |||
| 2026-06-10 | D1+D4+D3 quiz (via /cert-study on-demand) | ~15 min | 4/5 β see quiz log. Weak area: D3 API specifics (Message Batches, tool_choice, streaming) β daily Claude Code use doesn't teach the raw API surface. |
| 2026-08-17 | Cram day β founder booked 1-5p ET focus block, asked for weak-area map | β | Ray sent the ROI-ranked list from the exam-2 miss analysis (test-craft β hook scoping β API surface β act-vs-ask β context economy) + out-of-scope don't-study list. Offered mid-block quiz. NB: cramming ~3 months ahead of the 11-22 deadline β possibly targeting the ~08-26 first-3-months escalator window; exam-scheduled status still unconfirmed. |
| 2026-08-17 | PASSED β Claude Certified Architect β Foundations, 850/1000 (bar 720) (real exam, same day as the cram) | β | Founder texted the Credly congratulations screen 17:40 ET, score 850 confirmed 17:50 ("comfortably passed," his calibration). Badge issuer Anthropic, accept-link via Credly. Ray advice: accept with issued email (bwilson@phdata.io, Skilljar-registered), then add bwilson668@gmail.com secondaryβprimary in Credly for portability. Banks the 3-month escalator leg (~08-26 cap) 9 days early. FOUNDER CORRECTION same day: escalators are order-agnostic β the "Snowflake by 08-24" framing Ray had been carrying was WRONG; Snowflake GenAI is the 6-month leg, "another 3 months," ~late Nov 2026. OPEN: verify partner-portal gate row can be closed Β· re-pace Snowflake plan to the real window. Cram-day protocol (miss-data ROI list + out-of-scope cuts) validated β reuse for Snowflake. |
| 2026-08-17 | ESCALATOR #1 PAID β cert submitted to phData same evening, +$5k locked, base now $200k | β | Founder 20:18 ET: "officially locked in my first tranche of salary boost. I'm at $200k base now." Compounds into 401k contributions, match, and bonus qualification. Escalator-paperwork item CLOSED (he did it himself, no draft needed). Remaining escalator: Snowflake GenAI (~late Nov) β $205k. |
Weak areas (populated by /cert-study quiz)
- D3 API specifics (logged 2026-06-10, quiz 1): Message Batches API β founder "no clue" (taught: 50% discount, β€24h no-SLA, single-shot/no tool loop). Drill next:
tool_choicemodes (auto/any/forced), streaming event sequence (message_start β content_block_delta β message_stop), extended-thinking token budgeting. Root cause: daily Claude Code use never touches the raw API surface. CONFIRMED on exam 2 (Q7 tool_choice, Q33 prefilling, Q52 MCP notifications) β promote to active drill. - Hook scoping (logged 2026-06-27, exam 2; recurring from exam-1 Cluster A): tool-specific hooks only fire for that tool β Write hook β Bash
echo > file; comprehensive protection needs Write+Bash hooks (+.claudeignore+OS perms); exit-code 0=allow/non-zero=block. Drill from [[2026-06-14-cca-harness-mechanics-cheatsheet]]. - "Most-complete answer" test-craft (logged 2026-06-27, exam 2; ~6 Qs): on BEST/most-robust/MOST-addresses stems, pick the layered/both-halves/one-notch-further option, not the clean single-mechanism one. Not a knowledge gap β a test-taking habit. Highest-ROI fix.
- Act-vs-ask calibration (logged 2026-06-27, exam 2; ~4 Qs, judgment): the autonomy-threshold rubric (additiveβaccommodate; material changeβsurface; divergent outputsβpresent-both-if-cheap; self-param-change w/o goal-checkβrisk).
- Context economy (logged 2026-06-27, exam 2; ~2 Qs): right-size output to consumer's decision; progressive summarization across sessions.
Attempt log
| Date | Outcome | Score | Notes |
|---|---|---|---|
| 2026-06-14 | PASS (practice, pre-study) | 50/60 = 83% (pass = 72%) | First practice exam, COLD, before the course. Instructor benchmark: most get 50-60% after the course β founder well above post-course cohort pre-study. 10 misses (founder read: only 2 real guesses, 1 broken question). Pattern + fixes β [[2026-06-14-cca-harness-mechanics-cheatsheet]]. |
| 2026-06-27 | practice (borderline) | 42/60 = 70% | Pass line recorded as 72% (β οΈ source unverified β CONFIRM real cut score; founder reports 70% passes). Finished 12 min to spare. Down 13 pts from exam 1 β but it's targeting not regression: misses concentrate in 1 test-craft pattern + 2 knowledge gaps + 1 judgment axis. All 18 misses analyzed β [[2026-06-27-cca-practice-exam-2-miss-analysis]]. |
Miss pattern (practice exam 1, 2026-06-14)
- Cluster A β harness mechanics/timing (~half, highest ROI): Stop-hook per-turn (Q48 β), PostToolUse timing (Q10 β exam answer shaky vs current docs: PostToolUse CAN modify output before context), MCP
resources/updatednotifyβclient-refetch (Q27 β), subagents parent-mediated (Q34 β), skill triggers intent-not-keyword (Q42 β). Verified vs docs.claude.com via claude-code-guide. - Cluster B β plausible-neighbor definitions: idempotencyβ atomicity (Q12), episodic/semantic by specificity-not-duration (Q22).
- Cluster C β "BEST/canonical" vs pragmatic-builder answer: fan-out/barrier/fan-in (Q24), subagent-delegation for context isolation (Q35).
- Low-signal near-duplicate-answer traps: Q26 (has an editing artifact in its own explanation), Q42.
- D4: clean sweep (0 wrong).
Miss pattern (practice exam 2, 2026-06-27)
All 18 misses β full breakdown [[2026-06-27-cca-practice-exam-2-miss-analysis]]. Five threads, ROI-ranked:
- "Most-complete answer" under-selection (test-craft, ~6 Qs, highest ROI): Q4/Q5/Q19/Q56/Q18 (+Q23 flavor). On BEST/most-robust/MOST-addresses stems, founder picks a clean single-mechanism answer; key is the layered/both-halves/one-notch-further option. Fix = a test-taking rule, zero study.
- Hook scoping (knowledge, ~3 Qs, RECURRING): Q42/Q5/Q23. Tool-specific hooks only intercept that tool β a Write hook does NOT catch Bash
echo > filewrites; exit-code 0=allow/non-zero=block. Was Cluster A on exam 1 β persisting. Re-read [[2026-06-14-cca-harness-mechanics-cheatsheet]]. - API surface (knowledge, ~3 Qs): Q7/Q33/Q52.
tool_choiceforces a tool call (+downstream validation); prefilling{locks JSON vs override framing; MCP capability-change notifications are protocol-level/transport-agnostic. = the "D3 API specifics" gap flagged 2026-06-10 (tool_choice named then), now confirmed. - Act-vs-ask calibration (judgment, ~4 Qs): Q8/Q15/Q17/Q55. Miscalibrated autonomy threshold, errs both ways. Rubric: additive discovery β accommodate+note; material scope/resource change β surface options; divergent outputs unspecified β present both if cheap else ask; self-modifying params w/o goal-check β anti-pattern.
- Context economy (knowledge-judgment, ~2 Qs): Q46/Q9. Match output granularity to consumer's decision (summary not 500 rows; progressive summarization across sessions).
Exam guide update (2026-07-02)
Founder shared updated official exam guide (v0.2, June 30 2026) post-maintenance-window. Domain weights/structure unchanged vs. 05-27 baseline. New: full exam mechanics now confirmed (60 Q, 120 min, $125 fee, 12-month validity, 720/1000 pass bar confirmed official), 27 granular task statements, 6 named scenarios, 12 worked sample Qs w/ explanations, and an explicit Out-of-Scope list (drops streaming API/SSE, computer use, vision, fine-tuning, MCP hosting/infra, pricing/rate-limit calc, auth/billing, tokenization). Action: the "D3 API specifics" weak-area label above is mislabeled β tool_choice/Message Batches are D4 (Prompt Eng & Structured Output) under current numbering, not D3. Drop the queued streaming-event-sequence drill (now confirmed out-of-scope). Full diff β [[2026-07-02-cca-exam-guide-update-analysis]].
Strategic note
At 83% cold, founder could sit Cert 2 EARLY and bank the +$5k months ahead of the Nov-22 deadline β and it's the natural candidate for the "pass within first 3 months" escalator (by ~2026-08-26). Surfaced via iMessage 2026-06-14. βConfirm partner-portal gate is cleared (he has practice-exam access, so likely is β update the gate table when confirmed). 2026-06-27 caveat: exam 2 at 70% (borderline vs the 72% on record) tempers "sit it now" slightly β but the gap is ~3 cheap patterns (test-craft + hooks + API), not broad weakness, so a short targeted pass before sitting is the move. Re-confirm the real cut score either way.
Quiz log (appended by /cert-study quiz)
| Date | Cert | Scope | Result |
|---|---|---|---|
| 2026-06-10 21:32 ET | Anthropic CCA-F | D1 Γ3 (stop_reason, subagent isolation, hook enforcement) + D4 Γ1 (tool scoping/descriptions) + D3 Γ1 (Batches API) | 4/5 β D1 perfect (3/3), D4 perfect, D3 missed (Q5 Batches API, founder: "no clue"). Taught inline. Next quiz: D3-heavy (tool_choice modes, streaming events, extended-thinking budgeting). |
Related
- Skill:
~/.claude/skills/cert-study/SKILL.md - Milestones + negotiated comp lift:
~/rdco-vault/01-projects/phdata/milestones.md - Memory:
~/.claude/projects/-Users-ray/memory/project_phdata_cert_escalator_path.md - Snowflake study hub:
~/rdco-vault/01-projects/certifications/snowpro-genai-c02/ - Anthropic study hub:
~/rdco-vault/01-projects/phdata/anthropic-certification-study-guide.md
2026-08-24 β /cert-study cron: deadline correction + at-risk flag
Ran cron pulse. Today matches the stale pre-correction Snowflake deadline (2026-08-24) recorded in this file and in [[milestones]] line 17/24 β but per the founder's 2026-08-17 order-agnostic correction (already logged above under Cert 2's 2026-08-17 entries), that date is not the real Snowflake deadline. Corrected deadline is 2026-11-22. Updated the Cert 1 deadline line above; [[milestones]] still shows the stale 2026-08-24/90d framing and needs the same correction (not edited by this run β flagging for founder or next vault-health pass).
Verdict: Cert 1 (Snowflake) = at-risk. Zero study-log entries since job start (3 months), no exam scheduled, Track A sprint ([[study-plan]]) is only 7-10 days β so ~92 days of runway is still recoverable, but there is currently no plan in motion. Cert 2 (Anthropic) is done β passed 2026-08-17, escalator #1 paid.
This week's focus (Day 1 of Track A per [[study-plan]]): README.md + [[study-guide-summary]], log into Snowflake learning portal, download the official C02 study guide, register for the exam.
Founder forwarded a phData colleague's pass writeup (via iMessage, pasted). Full intel filed at [[2026-07-13-cca-colleague-pass-intel]]. Load-bearing items:
- Registration self-serve: Skilljar partner portal (phData email) β Pearson VUE (mandatory since Jul 1). The early-sit access gate finally has a concrete path.
- Difficulty map (60Q / 120min): HIGH = tool/error design for agents + escalation/HITL (scenario-heavy β matches founder's known D1 act-vs-surface weak axis from the 6/27 miss analysis). Biggest chunk = task decomposition (Med-High). Low-Med = session mgmt + agentic loop mechanics (founder's daily bread β skip drilling).
- Prep stack used: phData Udemy "Certified Claude Architect Masterclass 2026" + official docs + practice tests; elimination technique; third-party mock at claudecertificationguide.com/mock-exam (unvetted).
- Logistics: run Pearson VUE "test your system" well before exam day (colleague + others hit issues).
2026-08-31 β /cert-study cron pulse
Verdict: Cert 1 (Snowflake) = at-risk, second consecutive week. Still zero study-log entries, no exam scheduled, no track selected. 83 days remain to the corrected 2026-11-22 deadline β recoverable (>35d), but no plan is in motion and this is the same verdict as 2026-08-24. Cert 2 (Anthropic) remains done (passed 2026-08-17, escalator #1 paid, $200k base).
This week's focus (unchanged β Day 1 of Track A per [[study-plan]], still not started): README.md + [[study-guide-summary]], log into Snowflake learning portal, download the official C02 study guide, register for the exam.
iMessage sent per two-consecutive-weeks-at-risk trigger.
2026-09-07 β /cert-study cron pulse
Verdict: Cert 1 (Snowflake) = at-risk, third consecutive week. Still zero study-log entries, no exam scheduled, no track selected. 76 days remain to the 2026-11-22 deadline β still recoverable (>35d), but no plan is in motion and this is the same verdict as 2026-08-24 and 2026-08-31. Cert 2 (Anthropic) remains done (passed 2026-08-17, escalator #1 paid, $200k base).
This week's focus (unchanged β Day 1 of Track A per [[study-plan]], still not started): README.md + [[study-guide-summary]], log into Snowflake learning portal, download the official C02 study guide, register for the exam.
iMessage sent per at-risk-repeats-prior-week trigger (third consecutive week).
2026-09-14 β /cert-study cron pulse
Verdict: Cert 1 (Snowflake) = at-risk, fourth consecutive week. Still zero study-log entries, no exam scheduled, no track selected. 69 days remain to the 2026-11-22 deadline β still recoverable (>35d), but no plan is in motion; same verdict as the prior three weeks (08-24, 08-31, 09-07). Cert 2 (Anthropic) remains done (passed 2026-08-17, escalator #1 paid, $200k base).
This week's focus (unchanged β Day 1 of Track A per [[study-plan]], still not started): README.md + [[study-guide-summary]], log into Snowflake learning portal, download the official C02 study guide, register for the exam.
iMessage sent per at-risk-repeats-prior-week trigger (fourth consecutive week).
2026-09-16 15:10 ET β founder-initiated: starting Snowflake study, first real movement
Founder asked via iMessage (15:10) whether practice tests exist and what materials we have β the first concrete study action since the at-risk verdict began 2026-08-24 (now 4 consecutive weekly at-risk pulses, most recent 2026-09-14). Replied with the full materials inventory (README/study-guide-summary/study-plan/flashcards/5 domain files/supporting-materials.md) and the practice-test landscape: no free official Snowflake practice exam exists; third-party paid options (Udemy, Skillcertpro) are C01-labeled with unverified C02 currency; ExamTopics/brain-dump sites flagged as a cert-voiding policy violation per supporting-materials.md:153. Offered on-demand /cert-study quiz (scenario-based, graded, weak-area tracking) as the no-cost alternative. Asked whether he wants a quiz now or is starting at Day 1 of study-plan.md β awaiting his reply, not yet logged as an actual study session (no domain/topic engagement confirmed yet, just an information request).
67 days remain to the 2026-11-22 deadline as of this message.
2026-09-16 15:39 ET β high-signal colleague intel filed
Founder forwarded a phData colleague's (Kaulab Basu) internal Slack pass writeup for GES-C01 (passed weekend of 9/13-14) β a full 17-topic tiered study checklist with real exam-tested specifics. Filed verbatim + attributed to colleague-pass-checklist-kaulab-basu.md in the study hub, cross-linked from README.md and third-party-resources.md (now the #1 recommended read). Verified against our existing study-cortex-ai.md and study-governance.md before claiming novelty: genuinely new content is Cortex Analyst depth (VQR mechanics, multi-turn REST API fields, semantic-model relationship syntax, observability event tables), the exact Document AI privilege grant (CREATE SNOWFLAKE.ML.DOCUMENT_INTELLIGENCE at schema level), and the SPCS GPU_ compute-pool prefix requirement. Our RBAC/allowlist coverage (CORTEX_USER, CORTEX_MODELS_ALLOWLIST) already matched his account. This directly answered founder's "what about people sharing how the cert is, difficulty/challenges/topics" question from 15:12 β real answer, not the generic third-party links list.
2026-09-16 15:47 ET β 2 more colleagues' exam-experience notes filed
Founder forwarded 3 images (exam-overview slide, raw question list, rewritten/expanded version) β feedback from 2 more phData colleagues, question prompts only, no answers included. Filed to colleague-exam-experience-notes.md, cross-linked in README. New surface vs. existing files: module_custom_instructions (Cortex Analyst topic-restriction), AI_PARSE_DOCUMENT's two failure modes (110MB size cap, page_split=TRUE + image conflict), external-app invocation of a Model Registry model. Deliberately framed as topic signal not an answer key β flagged to founder that literal predicted-question memorization would edge toward the brain-dump policy violation our own third-party-resources.md warns against, even though these specific images don't include answers.
2026-09-16 15:50-16:02 ET β recertification + account-consolidation research, both answered and sourced
Founder asked (15:50): (1) whether an existing SnowPro cert (email/level unspecified, expires December 2026) auto-renews via a higher-level pass, and (2) how to consolidate that cert record from ben@raydata.co onto bwilson@phdata.io. Dispatched research, verified against Snowflake's official CE program page (learn.snowflake.com/en/snowpro-continuing-education):
- CONFIRMED: "The highest certification renews all active ones below it... Specialty Certifications renews Core." SnowPro Specialty: Gen AI is explicitly listed as a covered program β passing GES-C02 before the Core cert's Dec 2026 expiration auto-renews it, no separate Core exam. Hard constraint: no date extensions, must land before expiration.
- Platform is CertMetrics (cp.certmetrics.com/snowflake), separate from the Learning/training account. No confirmed self-serve merge tool on Snowflake's tenant specifically (blocked from checking without login), but official guidance confirms mismatched learning/cert emails "cannot be automatically linked" and directs to a support case at community.snowflake.com/s/educational-services. Relayed both, with the fastest-path recommendation (check Profile for Request Merge first, file a case if absent). Also raised by founder in the same thread: colleague-sourced exam notes forwarded earlier may be C01-era ("version one") β already flagged in colleague-exam-experience-notes.md; confirmed to founder that C01βC02 is ~90% reusable per the folder's standing note, treating colleague content as topic signal not exact current syntax.
2026-09-21 β /cert-study cron pulse
Verdict: Cert 1 (Snowflake) = at-risk, fifth consecutive week (repeats 08-24, 08-31, 09-07, 09-14). Formal study-log table still has zero entries and no exam is registered β but real movement happened this week (2026-09-16 thread): materials inventory reviewed, two colleagues' pass writeups/exam-experience notes filed to the study hub, CE/recertification path confirmed, and a real registration-blocking risk (account-merge vs. partner-status) surfaced and is still open pending the founder's own CertMetrics login check. 62 days remain to the 2026-11-22 deadline β still recoverable (>35d). Cert 2 (Anthropic) remains done (passed 2026-08-17, escalator #1 paid, $200k base).
This week's focus: resolve the registration-account risk first (community.snowflake.com thread flagged 09-16, or file a CertMetrics merge case), THEN Day 1 of Track A per [[study-plan]] β README.md + [[study-guide-summary]], download the official C02 study guide, register for the exam. The colleague checklists (colleague-pass-checklist-kaulab-basu.md, colleague-exam-experience-notes.md) are now the highest-signal starting material β lead with those over the generic Day 1 sequence.
iMessage sent per at-risk-repeats-prior-week trigger (fifth consecutive week).
2026-09-16 16:14-16:26 ET β partner-status vs. account-merge risk, flagged before registration
Founder updated CertMetrics "partner status" from Mammoth Growth to phData under his ben@raydata.co profile (no merge-account option found there) and asked whether that's sufficient before registering the new exam under his RDCO email. Flagged a real risk immediately (before research completed): if the new exam is registered under a different email/profile than the one holding his existing Core cert, the accounts may not link and the auto-renewal ("highest cert renews all below it") could fail to fire, risking the Dec 2026 Core expiration. Research confirmed no official Snowflake doc defines "partner status" directly; cross-vendor CertMetrics pattern (AWS/Atlassian/Google Cloud) suggests it's attribution metadata separate from account identity (inferred, not Snowflake-verified). Renewal-linkage risk itself also lacks direct documentation but is a reasoned inference from Snowflake's own "accounts cannot be automatically linked" language + existence of a dedicated merge-case process. Recommendation relayed: register/sit the Gen AI exam under the SAME ben@raydata.co login as Core; keep partner-status update as-is (separate, lower-stakes). Surfaced one directly-on-point but JS-rendered community thread he can check with his own login for an authoritative answer: community.snowflake.com/s/question/0D5Do00001360WyKAI/adding-certification-to-the-partner-portal
- 2026-09-23 11:05 ET: founder back to studying (iMessage: "I'm going to get back to studying"). Study session in progress.
- 2026-09-23 13:46 ET: EXAM BOOKED: GES-C02 Monday 2026-09-28 at 2 PM (founder via iMessage; timezone presumably ET, not stated). He'll cram Mon morning. He re-sent the official study guide PDF; it's byte-identical (sha1 0ef1aea7) to source-materials/SnowProGenAIStudyGuideC02.pdf from 05-18. | 2026-09-24 12:0x ET | SnowPro GenAI GES-C02 | quiz resumed at Q4: Cortex Search Γ3 (TARGET_LAG, ON clause vs ATTRIBUTES, SEARCH_PREVIEW) βββ; running 6/7 incl. 09-23 Q1-Q3b (miss: AI_COMPLETE required args). Exam Mon 9/28 2pm stands (founder 09-24 08:49). | Next: Cortex Analyst | | 2026-09-24 14:5x ET | SnowPro GenAI GES-C02 | Q10 governance β (docs now: USE AI FUNCTIONS + CORTEX_USER/AI_FUNCTIONS_USER) Β· Q11 AI_PARSE_DOCUMENT LAYOUT β Β· Q12 FINETUNE prompt/completion β Β· Q12b FINETUNE('DESCRIBE') β β fine-tuning = weak area, re-drill Mon AM | running 11/14 | | 2026-09-24 18:3x ET | SnowPro GenAI GES-C02 | Q13 AI_FILTER β β Q13b AI_CLASSIFY β Β· Q14 Agents (Analyst+Search) β Β· Q15 guardrails β (picked response_format) β 2nd weak area: AI_COMPLETE optional args (with 09-23 Q3); Mon cram = fine-tuning + AI_COMPLETE arg map | running 13/18 | | 2026-09-24 19:5x ET | SnowPro GenAI GES-C02 | Q15b model_parameters β Β· Q16 AI_EXTRACT vs PARSE β (picked PARSE OCR; his VARIANT objection was valid, question wording was sloppy) | running 14/20. Mon cram: fine-tuning, AI_COMPLETE arg map, EXTRACT vs PARSE vs FILTER vs CLASSIFY. Strong: Cortex Search, Analyst, Agents, governance |
- 2026-09-28 11:34 ET: exam-day cram, founder: "Let's get back into quiz mode." Resumed at Q17 (running 14/20). Order: fine-tuning β AI_COMPLETE arg map β EXTRACT/PARSE/FILTER/CLASSIFY. Current docs (FINETUNE('CREATE') page, checked 11:4x): base_model currently only 'llama3.1-8b' (older exam material may list mistral-7b/llama3-8b); training + validation queries need
prompt+completioncolumns; validation query + options (max_epochs 1-10) optional; returns job ID string; model saved to the schema's model registry. | 2026-09-28 11:3x-12:3x ET | SnowPro GenAI GES-C02 | Q17 FINETUNE prompt/completion β Β· Q18 FINETUNE('DESCRIBE') β (was a 09-24 miss) Β· Q19 tuned-model inference = AI_COMPLETE + USAGE on model β β fine-tuning CLEARED Β· Q20 AI_COMPLETE arg map β (put 'usage' in model_parameters; token counts = show_details TRUE) β Q20b structured_output location | running 17/24 | | 2026-09-28 12:3x-13:3x ET | SnowPro GenAI GES-C02 | Q20b structured_output β Β· Q21 EXTRACT/FILTER/CLASSIFY/PARSE(LAYOUT) match β Β· Q22 AI_CLASSIFY output_mode multi β Β· Q23 AI_EXTRACT file+table schema β Β· Q24 CORTEX_ENABLED_CROSS_REGION β Β· Q25 CORTEX_MODELS_ALLOWLIST β β all three weak areas cleared except AI_COMPLETE arg map (1 miss Q20, then β) | running 23/30 (77%); exam-day session 9/10 after Q20 miss. Docs notes: cross-region default now ANY_REGION for new commercial accts (exam key likely DISABLED); ALLOWLIST default 'All'. Sent review sheet 13:3x. | - 2026-09-28 13:32 ET: founder: "15 minutes before I start trying to log in. You think I'm ready?" + completed the Udemy course, found the quiz more useful. Ray: yes (77%/30, 9 of last 10, weak areas turned; 750 scaled cut = C01 proxy, C02 unconfirmed). Last-minute skim sent: Cortex Search CHANGE_TRACKING/serverless, Analyst VQR 3-vs-5 + multi-turn messages, REVOKE CORTEX_USER FROM PUBLIC + two-layer access. Exam 2pm; result pending.
- 2026-09-28 15:39 ET: β PASSED SnowPro Specialty: Gen AI (GES-C02) β founder iMessage with Snowflake credential email screenshot ("Benjamin Wilson, here is your credential for SnowPro Specialty: Gen AI Certification"). Both phData cert escalators now banked (Anthropic CCA-F 2026-08-17, Snowflake GenAI 2026-09-28). Founder: "The test was much harder and different than what I studied for." Also completed a Udemy course; said Ray's quiz helped more. Ray asked for: what was different (feeds a C02 checklist for phData colleagues + first LinkedIn post) and confirm CertMetrics shows it on the same profile as SnowPro Core (auto-renew link). Score not shared.
- 2026-09-28 15:44 ET: founder confirmed SnowPro Core expiry now 2028-09-28, matching the Specialty (auto-renew worked, same CertMetrics profile). Exam shape: multi-select A-F "best 2-3", no syntax drills (some parameters), out-of-the-blue SPCS custom Docker image question. Filed: certifications/snowpro-genai-c02/founder-exam-experience-2026-09-28.md. Offered LinkedIn post #1 draft ("studied for the wrong exam and passed anyway"), awaiting his yes.
- 2026-09-28 15:49 ET: SCORE: 854 (founder found it post-exam). His original SnowPro Core was 822. Ray: strong pass, ~100 over the 750 scaled cut (750 = working proxy, C02-specific cut not officially confirmed); no public percentile data. Parallel: Anthropic CCA-F 850/1000 (cut 720) on 2026-08-17.