Corrections

Every material fix we apply to published content is logged here — date, page, what changed and why. We correct surgically and publicly, never silently.

Found an error? Write to info@mktinvest.com — corrections are verified against the cited sources, applied in the database, re-scanned by the same gates that guard the pipeline, and listed below.

15 September 2026Reportpharmaceuticalsoverview body
Was
The pharmaceuticals sector represents a dynamic component of the healthcare landscape, offering compelling opportunities for diversification and growth within an investment portfolio.
Now
The pharmaceuticals sector is a distinct component of the healthcare landscape, with demand drivers — demographics, pricing and regulation cycles — that behave differently from the broader market.
Why: Promotional register ("compelling asset class / opportunities") in a product overview — violates the register doctrine; surfaced by review #3, confirmed by the FASE 6 final rescan
Surfaced by: external business/funnel review (Sep 2026)
15 September 2026Reportdefence-aerospaceoverview body
Was
The defence and aerospace sector offers a compelling asset class built on the pillars of national security and technological innovation.
Now
The defence and aerospace sector rests on national security demand and technological innovation.
Why: Promotional register ("compelling asset class / opportunities") in a product overview — violates the register doctrine; surfaced by review #3, confirmed by the FASE 6 final rescan
Surfaced by: external business/funnel review (Sep 2026)
15 September 2026Reportaioverview body
Was
AI infrastructure has emerged as a critical and compelling asset class within the investment landscape.
Now
AI infrastructure has emerged as a distinct asset class within the investment landscape.
Why: Promotional register ("compelling asset class / opportunities") in a product overview — violates the register doctrine; surfaced by review #3, confirmed by the FASE 6 final rescan
Surfaced by: external business/funnel review (Sep 2026)
14 September 2026Blogall 68 articlesByline
Was
Four invented persona bylines on AI-generated text
Now
Single organisational byline “MktInvest Research”, labelled “AI-generated, machine-gated”; the personas are retired
Why: Ownership & accountability (decision D2; AI Act Art. 50 exposure)
Surfaced by: external business/funnel review (Sep 2026)
14 September 2026Blog4 articlesAttributions
Was
4 residual unsupported outlet mentions the 37-outlet list had missed (“Washington Post”, “Scientific American”, “IAEA”, “Northern Miner”)
Now
All four repaired; the generic attribution gate (any capitalised span + attribution verb must resolve) validated at 0 false positives corpus-wide
Why: Attribution gate coverage gap
Surfaced by: external business/funnel review (Sep 2026)
14 September 2026Blogweaponizing-supply-china-s-rare-earth-standoff-with-the-u-s-2026-09-13Sources
Was
A placeholder-ID Reuters URL sat among the sources
Now
Offending source removed; URL verification v2 hard-rejects placeholder patterns and parses the landing page title
Why: The reachability check verified the domain, not the article
Surfaced by: external business/funnel review (Sep 2026)
14 September 2026Corpus-widereview samplesSource dates
Was
Sample sources undated
Now
11 of 12 dated where establishable; S&P Global bot-walls — explicit “date not available”
Why: Traceability repair
Surfaced by: external publication-controls review (Sep 2026)
14 September 2026Blogweaponizing-supply-china-s-rare-earth-standoff-with-the-u-s-2026-09-13Grammar
Was
Comma splice introduced by the 13/9 de-link repair
Now
Sentence repaired
Why: Fix-up of an earlier surgical repair
Surfaced by: external publication-controls review (Sep 2026)
14 September 2026Blogindia-and-uzbekistan-s-strategic-partnership-a-new-era-in-energy-and-g-2026-09-11Attribution + display title
Was
An IAEA attribution with no source entry; “New Era” display title
Now
Sentence rewritten un-attributed; display title renamed (URL unchanged)
Why: Unsupported attribution (finding F04); the gate verb list missed “identifies” — verbs extended in both gate layers
Surfaced by: external publication-controls review (Sep 2026)
14 September 2026Blogindigenous-led-nuclear-innovation-a-new-energy-frontier-in-canada-2026-09-12Key claim
Was
Natural Resources Canada “endorsed” the Twin Rivers Nuclear Power Plant
Now
The TNPP is a proposal; New Brunswick supports it and notified NRCan; earlier federal involvement was government-backed R&D (Jan 2026), not an endorsement of this installation
Why: Status/actor fidelity — verified against the two cited Prodigy announcements (finding F03)
Surfaced by: external publication-controls review (Sep 2026)
14 September 2026Blog33 pre-rule articlesRegister
Was
Articles published before the cliche_register/promotional_register rules (live 13/9 23:17) had never been scanned
Now
All rewritten sentence-locally (links, digits, heading structure verified invariant per article); 6 display titles renamed (slugs untouched, URLs stable), 9 dek/excerpt mirrors fixed, the Kazatomprom single-stock endorsement (“positions it ideally to capitalize”) neutralised; final rescan: 0 guard violations across all 68 published articles
Why: Corpus-wide register cleanup
Surfaced by: external publication-controls review (Sep 2026)
14 September 2026Blog44 legacy articlesAttributions
Was
62 unsupported outlet mentions
Now
38 rewritten by the cheap model under deterministic verification (headings/links/digits invariant), 9 sentences fixed manually in the 6 articles where the model could not preserve links; final rescan: 68/68 articles clean
Why: Attribution gate applied retroactively to the legacy corpus
Surfaced by: external accuracy review (Sep 2026)
14 September 2026Blog13 articles + the LNG product overviewRegister
Was
16 sentences using banned clichés (“bold bet”, “new era”, chess metaphors, “cannot be overstated”…)
Now
Sentence-level rewrites; the guard was extended to bare “chess”/“pawn”/“high-stakes”
Why: Voice rule enforcement, applied retroactively to the corpus
Surfaced by: external accuracy review (Sep 2026)
14 September 2026Blog21 articlesLinks
Was
27 mislabelled links (e.g. “[Reuters](miningreporters.com)”), a legacy of the pre-gate era
Now
All 27 collapsed to plain text
Why: Link target did not match the named outlet
Surfaced by: external accuracy review (Sep 2026)
14 September 2026Blog62 of 68 articlesInline links
Was
Article bodies carried no inline source links
Now
189 inline links added across 62/68 articles over two passes (13–14 Sep); 6 articles deliberately left without — the deterministic verifier rejected the placement
Why: Traceability backfill — better no link than a wrong link
Surfaced by: external accuracy review (Sep 2026)
13 September 2026Research viewcloud-softwareKey facts
Was
Facts drawn from a 2-month-old AWS outage presented as current
Now
View regenerated; the stale outage facts were removed
Why: Stale-fact error; a stale-fact filter now drops facts whose citations are all older than 45 days
Surfaced by: external accuracy review (Sep 2026)
13 September 2026Research viewall 21 published pagesConfidence
Was
Model self-reported confidence
Now
All 21 view confidences recomputed in code with the published formula (range 0.48–0.86); “Evidence reviewed through” backfilled
Why: A score must be computed from the evidence base, not self-assessed
Surfaced by: external accuracy review (Sep 2026)
13 September 2026Report682 reportsSource dates
Was
Sources carried no publication date
Now
4,446 sources dated across 682 reports; 1,192 macro references carry no date by design
Why: Traceability backfill — sources are dated everywhere
Surfaced by: external accuracy review (Sep 2026)
13 September 2026Blog3 articles of 2026-07-04Sources
Was
No source entries
Now
Sources backfilled from their traceability ids
Why: Traceability repair
Surfaced by: external accuracy review (Sep 2026)
13 September 2026Research viewlngDirection label
Was
Golden Pass slow ramp-up labelled bearish “because it limits supply”
Now
Slow commissioning supports the spot price — bullish
Why: Direction error; the rule is now encoded in the direction prompt
Surfaced by: external accuracy review (Sep 2026)
13 September 2026ReportaiLatest-news mechanism
Was
Demand exceeding capacity causes underutilisation
Now
Capacity exceeding demand causes underutilisation (the bear-case mechanism)
Why: Reversed causal mechanism
Surfaced by: external accuracy review (Sep 2026)
13 September 2026Blogthe-looming-copper-crunch-the-unseen-challenge-in-the-race-to-electrif-2026-07-14Body figure
Was
194 new mines assigned to the business-as-usual scenario
Now
IEF scenarios correctly attributed: 35 baseline / 194 net-zero (2018–2050)
Why: Scenario swap — a net-zero projection is not a business-as-usual figure
Surfaced by: external accuracy review (Sep 2026)
13 September 2026Research viewgoldSummary
Was
Aggregate central-bank activity described as selling
Now
Slower buying (−54% m/m), still net-positive; WGC July net buying cited
Why: A decline in purchases is not net selling — relative-upgraded-to-absolute error class
Surfaced by: external accuracy review (Sep 2026)
13 September 2026Research viewutilities-gridKey fact
Was
Low-carbon sources supplied all global demand in 2025
Now
Low-carbon sources covered 43% of total generation in 2025; their growth exceeded the total demand increase (IEA)
Why: Relative statement upgraded to an absolute one; claim-fidelity gate now checks metric/scenario/status preservation
Surfaced by: external accuracy review (Sep 2026)