Editorial Standards

Introduction

These editorial standards apply to all content published by TechDefused, whether generated through AI-assisted Newsroom automation or written by named human contributors. They represent our commitment to accuracy, fairness, and professional journalism.

Every person involved in TechDefused content — from platform engineers to editorial leadership — shares responsibility for upholding these standards. This page is the working summary; binding policy detail lives in the linked granular documents.

Accuracy Requirements

Factual Precision

All content must be factually accurate to the best of our knowledge at publication time.

Required Verification:

Names: verify spelling against official sources, vendor and foundation websites, or previous reliable coverage
Titles and roles: confirm current positions through official channels (vendor press pages, LinkedIn, conference bios)
Dates and times: verify against official announcements, release notes, or filings
Numbers and statistics: confirm benchmark scores, parameter counts, user counts, funding amounts, valuations, and CVE severity scores against source material
Technical specifications: cross-check version numbers, process nodes, model architectures, API capabilities, and licensing terms
Quotes: verify exact wording against source material; never paraphrase inside quotation marks
Company information: confirm headquarters, founding dates, leadership, ownership structure, and funding history

When Facts Are Uncertain:

Clearly indicate the nature and degree of uncertainty
Attribute uncertain information to sources
Avoid presenting speculation as fact
Update when better information becomes available
Flag developing stories where facts may change

The full mechanics — including the two-pass QC architecture and the Knowledge Graph factfile layer that grounds every covered company — are documented on the verification and fact-checking page.

Quote Handling

Direct Quotes:

Must reproduce source wording exactly
Require clear attribution to speaker
Cannot be edited except for minor clarity (with ellipses or brackets indicating changes)
Paraphrasing preferred over extensive block quotes

Quote Fabrication Prohibition:

Never create, invent, or imagine quotes
Never attribute unspoken words to individuals
Never composite multiple quotes into one
Never reconstruct dialogue from memory or assumption

Source Material Accuracy

When working from source articles, releases, or filings:

Preserve factual claims from original reporting
Do not introduce errors through summarisation
Cross-reference major claims when possible
Attribute claims clearly to the original source
Distinguish between source reporting and source opinion

Technical Accuracy

Technology coverage requires special precision. Our verticals each carry their own failure modes:

AI and Machine Learning:

Accurate model names, parameter counts, and architecture descriptions
Distinction between vendor-reported benchmarks and independent evaluations
Correct training-data scope, context-window sizes, and modality claims
Honest treatment of capability versus marketing language
Appropriate scepticism of "human-level" and "AGI-adjacent" framings

Software and Hardware:

Correct version numbers and release dates from official release notes or GitHub releases
Accurate feature descriptions and platform compatibility information
Proper technical specifications and performance claims
Distinction between announced, generally-available, and shipped product

Semiconductors:

Correct process-node naming (and the fact that marketing nodes diverge from physical feature sizes)
Accurate die sizes, TDP figures, and clock speeds
Precise foundry and packaging attributions
Careful treatment of yield and volume claims, which are rarely public

Cybersecurity:

Accurate CVE identifiers and CVSS severity scores
Correct attribution of vulnerabilities to specific versions and configurations
Responsible-disclosure timing respected; embargoed advisories not pre-empted
Distinction between proof-of-concept, in-the-wild exploitation, and theoretical risk
No amplification of unverified attacker claims

Open Source and Licensing:

Correct project naming and governance attribution (project vs. foundation vs. corporate sponsor)
Accurate licence terms (MIT, Apache 2.0, GPL family, SSPL, BUSL, custom commercial)
Clear treatment of relicensing events and their downstream implications
Honest framing of "open source" claims that involve usage restrictions

Business and Finance (where technology coverage crosses it):

Accurate funding amounts, valuations, and investor names
Precise revenue, ARR, and user figures, with the reporting basis stated
Appropriate financial terminology
Critical evaluation of pre-IPO valuations and self-reported metrics

Attribution and Sourcing

Source Attribution

Every Article Must Include:

Clear identification of the original reporting source where applicable
Link to the original source — vendor release, S-1, security advisory, GitHub release, model card, benchmark publication, official conference materials, or upstream news organisation
Clarity around firsthand reporting versus secondary aggregation

Attribution Format:

"According to [Source Publication]…"
"As reported by [Source Publication]…"
"[Vendor] said in a release that…"
Direct link to the source in the article body or metadata

Original Source Priority

When multiple outlets report the same story:

Credit the organisation that first broke the news
Acknowledge exclusive reporting
Link to original investigation over subsequent coverage
Recognise reporting that required significant resources or risk

Aggregation Ethics

TechDefused commits to:

Always linking to source material
Crediting third-party reporting organisations appropriately
Adding value through curation, context, and verification — not copying
Respecting copyright and fair use

Data and Statistics

Source Requirements:

All data cited must include source attribution
Official sources preferred for government or corporate data
Research studies cited with author and publication
Benchmarks attributed to the publishing body, with methodology noted when material
Surveys and polls include methodology details when relevant

Full sourcing standards — including the use of named versus background sources and how we handle vendor-supplied data — are on the sources page.

Fairness and Balance

Impartiality in News Reporting

Straight news coverage should:

Present relevant facts without editorial opinion
Include multiple perspectives on contested issues
Avoid language that favours one side
Distinguish between reporting and analysis
Provide context that prevents misleading readers

Due Accuracy and Fairness

"Due" means appropriate to the subject:

Major debates deserve comprehensive perspective inclusion
Technical reporting may not require artificial "balance"
Scientific and engineering consensus deserves appropriate weight
Fringe viewpoints should not receive equal platform to established fact
Context determines appropriate fairness standards

Right of Reply

When coverage critically examines individuals, vendors, foundations, or projects:

Subjects receive opportunity to respond when possible
Responses included when substantive and timely
Refusal to comment noted when relevant
Follow-up coverage when subjects provide important context
Fair representation of the subject's perspective

Avoiding Misleading Presentations

Content must not:

Omit essential context that changes meaning
Emphasise irrelevant details over significant facts
Use selective quotation to misrepresent position
Present correlation as causation without evidence
Imply conclusions unsupported by presented facts

Language and Tone

Professional Standards

TechDefused maintains professional language:

Clear, accessible writing appropriate for general audiences
Technical jargon explained or avoided
Industry acronyms defined on first use
Neutral tone in straight news coverage
Respectful reference to all individuals

Prohibited Language

We avoid:

Profanity and obscenity (except in direct quotes of clear newsworthiness)
Sensationalised or inflammatory language
Sarcasm and snark in news reporting
Condescending or dismissive tone
Dehumanising or disrespectful references
Racist, sexist, or discriminatory language
Insider jargon that signals club membership without serving comprehension

Inclusive Language

Our coverage:

Uses people-first language when appropriate
Respects individual identity and self-identification
Avoids unnecessary gender, race, or demographic references
Treats all individuals with dignity
Reflects diverse perspectives and voices

Headlines and Presentation

Headline Standards

Headlines must:

Accurately reflect article content
Avoid clickbait and sensationalism
Not overstate claims or findings
Include appropriate qualifiers (alleged, reported, claimed, etc.)
Avoid misleading implications

Prohibited Headline Practices:

Question headlines implying unsupported claims
Misleading use of quotes or quote fragments
Sensationalising routine developments
Omitting crucial context or qualifiers
Suggesting certainty where uncertainty exists

Visual Elements

Image Standards:

Photos properly attributed to source
No manipulation except technical enhancement (lighting, cropping)
Altered images clearly labelled as illustrations or composites
AI-generated illustrations clearly labelled as such
Stock photos appropriate to content
No misleading visual representations

Charts and Graphics:

Data visualisations accurately represent underlying data
Scales and axes not manipulated to mislead
Sources clearly cited
Methodology noted when relevant
Updates reflected in visual elements

Content Types and Treatment

News Reporting

Straight news coverage:

Focuses on factual developments
Attributes claims to sources
Avoids editorial opinion
Provides relevant context
Updates as stories develop

Analysis and Explanation

When providing analysis:

Clearly distinguished from straight news
Expert analysis attributed to qualified sources
Speculation clearly identified as such
Multiple analytical perspectives included when appropriate
Transparent about the analytical framework

Commentary and Opinion

When TechDefused publishes opinion content:

Clearly labelled as commentary or opinion
Attributed to individual named authors
Distinguished from institutional position
Subject to fact-checking for factual claims
Kept separate from news coverage

Breaking News

During developing stories:

Speed balanced against accuracy
Uncertain information clearly qualified
Updates published as facts emerge
Corrections made as understanding improves
Archive of updates maintained for transparency

AI-Assisted Content Standards

Content created through TechDefused's Defused.io newsroom automation is held to the same standards as any other content. The byline does not lower the bar.

Clearly attributed to the TechDefused Newsroom collective byline
Subject to all editorial standards on this page
Reviewed against quality thresholds before publication
Monitored for accuracy and fairness after publication
Human editorial oversight maintained throughout

We acknowledge platform limitations:

AI summarisation may introduce errors — the QC layer exists to catch them
Automation cannot replace human editorial judgment on newsworthiness, sensitivity, or fairness
Technical failures occur; we correct them as they surface
Continuous improvement of the production pipeline is part of the standards regime
Human accountability is paramount and sits with the founder/publisher

The full methodology — what AI drafts, what humans gate, and how the editor-in-the-loop architecture works — is documented on the AI disclosure page. The technical platform detail is on the technology and AI policy page.

Updates and Living Content

Update Protocol

When articles require updates:

Significant new information added with timestamp
Material changes noted in update language
Original content preserved with context
Version history maintained
Major revisions may warrant a new article rather than a re-edited one

Distinction from Corrections

Updates add new information to developing stories. Corrections fix errors in published content. The two are handled distinctly. Updates do not require correction notices unless they change material facts previously reported incorrectly.

Full error-handling process — and the live corrections log — sits on the corrections page.

Editorial Independence and Conflicts

TechDefused maintains strict separation between editorial operations and commercial considerations. Advertising — including AdSense placement — does not influence coverage decisions, prioritisation, or framing. Vendors, foundations, analyst houses, and other coverage subjects receive no editorial preference based on commercial relationships.

Required disclosures within the editorial team:

Past employment relationships with coverage subjects
Financial interests in covered companies (equity, options, tokens)
Free hardware loans, review units retained, or vendor advisory engagements
Pre-IPO or seed-stage positions in coverage subjects
Family connections to companies or individuals covered
Any circumstance creating potential bias

The full ethics and conflicts policy — including acceptable industry relationships, sponsored travel rules, and what triggers a recusal — lives on the ethics page.

Special Situations

Embargoed Information

If TechDefused receives embargoed information:

Embargo terms respected when agreed to
No agreement entered without editorial approval
Transparency about embargo arrangements when relevant
Security-advisory embargoes treated with particular care under coordinated disclosure norms

Conflicts in Source Material

When sources contradict:

Present multiple perspectives fairly
Assess source credibility and track records
Provide context for conflicting claims
Avoid false equivalence between reliable and unreliable sources
Update as better information emerges

Coverage of Competitors and Adjacent Publications

TechDefused covers other technology news organisations and platforms:

Same standards applied as to other coverage subjects
No favouritism based on relationships
No retaliation for critical coverage of TechDefused
Professional courtesy maintained
Fair representation of competitor work

Enforcement and Accountability

Standards Oversight

Editorial Leadership Responsibilities:

Maintaining and updating these standards
Training the team and tuning the automation on standards application
Reviewing content for standards compliance
Addressing standards violations
Continuous improvement of standards and processes

Violation Responses

When standards are violated:

Immediate assessment of error severity
Correction published per the corrections policy
Root-cause analysis conducted
Process improvements implemented at the pipeline level where the failure mode is systemic, not patched article-by-article
Accountability measures as appropriate

Reader Role

Readers help maintain standards by:

Reporting errors or concerns
Providing feedback on coverage
Questioning accuracy or fairness
Holding TechDefused accountable
Engaging constructively with the editorial team

Contact for Standards Issues

Questions about editorial standards, or concerns about content failing to meet them:

Editorial standards inquiries: editorial@newsdefused.com

Specific content concerns and corrections: corrections@newsdefused.com

All substantive inquiries receive thoughtful responses.

These Editorial Standards are part of TechDefused's broader editorial policy framework. See also: Authenticity, Verification and Fact-Checking, Sources, Ethics, AI Disclosure, Technology & AI Policy, and Corrections.